tag:blogger.com,1999:blog-87221229109332710522024-03-14T07:12:20.664-07:00DATA MININGIngin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.comBlogger15125tag:blogger.com,1999:blog-8722122910933271052.post-59173175610337473192017-04-28T00:29:00.001-07:002017-04-28T00:38:13.445-07:00K-Means<img alt="" height="167" src="data:image/png;base64,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" width="320" /> <br />
silakan download di <a href="https://www.4shared.com/office/NVJgqCq_ca/_8__Klastering_kmeans.html" target="_blank">sini</a>Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-89693927608424381282017-04-28T00:16:00.002-07:002017-04-28T00:18:48.842-07:00Tugas 1 Data MiningKumpulkan maksimal <span style="font-size: large;">2 Mei 2017</span><br />
<br />
<!--[if gte mso 9]><xml>
<w:WordDocument>
<w:View>Normal</w:View>
<w:Zoom>0</w:Zoom>
<w:TrackMoves/>
<w:TrackFormatting/>
<w:PunctuationKerning/>
<w:ValidateAgainstSchemas/>
<w:SaveIfXMLInvalid>false</w:SaveIfXMLInvalid>
<w:IgnoreMixedContent>false</w:IgnoreMixedContent>
<w:AlwaysShowPlaceholderText>false</w:AlwaysShowPlaceholderText>
<w:DoNotPromoteQF/>
<w:LidThemeOther>EN-US</w:LidThemeOther>
<w:LidThemeAsian>X-NONE</w:LidThemeAsian>
<w:LidThemeComplexScript>X-NONE</w:LidThemeComplexScript>
<w:Compatibility>
<w:BreakWrappedTables/>
<w:SnapToGridInCell/>
<w:WrapTextWithPunct/>
<w:UseAsianBreakRules/>
<w:DontGrowAutofit/>
<w:SplitPgBreakAndParaMark/>
<w:EnableOpenTypeKerning/>
<w:DontFlipMirrorIndents/>
<w:OverrideTableStyleHps/>
</w:Compatibility>
<m:mathPr>
<m:mathFont m:val="Cambria Math"/>
<m:brkBin m:val="before"/>
<m:brkBinSub m:val="--"/>
<m:smallFrac m:val="off"/>
<m:dispDef/>
<m:lMargin m:val="0"/>
<m:rMargin m:val="0"/>
<m:defJc m:val="centerGroup"/>
<m:wrapIndent m:val="1440"/>
<m:intLim m:val="subSup"/>
<m:naryLim m:val="undOvr"/>
</m:mathPr></w:WordDocument>
</xml><![endif]--><!--[if gte mso 9]><xml>
<w:LatentStyles DefLockedState="false" DefUnhideWhenUsed="false"
DefSemiHidden="false" DefQFormat="false" DefPriority="99"
LatentStyleCount="371">
<w:LsdException Locked="false" Priority="0" QFormat="true" Name="Normal"/>
<w:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 1"/>
<w:LsdException Locked="false" Priority="9" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="heading 2"/>
<w:LsdException Locked="false" Priority="9" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="heading 3"/>
<w:LsdException Locked="false" Priority="9" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="heading 4"/>
<w:LsdException Locked="false" Priority="9" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="heading 5"/>
<w:LsdException Locked="false" Priority="9" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="heading 6"/>
<w:LsdException Locked="false" Priority="9" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="heading 7"/>
<w:LsdException Locked="false" Priority="9" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="heading 8"/>
<w:LsdException Locked="false" Priority="9" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="heading 9"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index 6"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index 7"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index 8"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index 9"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" Name="toc 1"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" Name="toc 2"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" Name="toc 3"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" Name="toc 4"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" Name="toc 5"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" Name="toc 6"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" Name="toc 7"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" Name="toc 8"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" Name="toc 9"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="footnote text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="annotation text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="header"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="footer"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="index heading"/>
<w:LsdException Locked="false" Priority="35" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="caption"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="table of figures"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="envelope address"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="envelope return"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="footnote reference"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="annotation reference"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="line number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="page number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="endnote reference"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="endnote text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="table of authorities"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="macro"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="toa heading"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Bullet 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Number 5"/>
<w:LsdException Locked="false" Priority="10" QFormat="true" Name="Title"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Closing"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Signature"/>
<w:LsdException Locked="false" Priority="1" SemiHidden="true"
UnhideWhenUsed="true" Name="Default Paragraph Font"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="List Continue 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Message Header"/>
<w:LsdException Locked="false" Priority="11" QFormat="true" Name="Subtitle"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Salutation"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Date"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text First Indent 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Note Heading"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Body Text Indent 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Block Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Hyperlink"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="FollowedHyperlink"/>
<w:LsdException Locked="false" Priority="22" QFormat="true" Name="Strong"/>
<w:LsdException Locked="false" Priority="20" QFormat="true" Name="Emphasis"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Document Map"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Plain Text"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="E-mail Signature"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Top of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Bottom of Form"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal (Web)"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Acronym"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Address"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Cite"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Code"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Definition"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Keyboard"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Preformatted"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Sample"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Typewriter"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="HTML Variable"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Normal Table"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="annotation subject"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="No List"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Outline List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Simple 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Classic 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Colorful 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Columns 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 6"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 7"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Grid 8"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 4"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 5"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 6"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 7"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table List 8"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table 3D effects 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Contemporary"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Elegant"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Professional"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Subtle 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 1"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 2"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Web 3"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Balloon Text"/>
<w:LsdException Locked="false" Priority="39" Name="Table Grid"/>
<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
Name="Table Theme"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Placeholder Text"/>
<w:LsdException Locked="false" Priority="1" QFormat="true" Name="No Spacing"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading"/>
<w:LsdException Locked="false" Priority="61" Name="Light List"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 1"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 1"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 1"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 1"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 1"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 1"/>
<w:LsdException Locked="false" SemiHidden="true" Name="Revision"/>
<w:LsdException Locked="false" Priority="34" QFormat="true"
Name="List Paragraph"/>
<w:LsdException Locked="false" Priority="29" QFormat="true" Name="Quote"/>
<w:LsdException Locked="false" Priority="30" QFormat="true"
Name="Intense Quote"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 1"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 1"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 1"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 1"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 1"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 1"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 1"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 1"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 2"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 2"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 2"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 2"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 2"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 2"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 2"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 2"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 2"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 2"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 2"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 2"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 2"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 2"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 3"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 3"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 3"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 3"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 3"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 3"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 3"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 3"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 3"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 3"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 3"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 3"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 3"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 3"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 4"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 4"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 4"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 4"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 4"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 4"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 4"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 4"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 4"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 4"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 4"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 4"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 4"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 4"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 5"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 5"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 5"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 5"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 5"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 5"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 5"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 5"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 5"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 5"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 5"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 5"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 5"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 5"/>
<w:LsdException Locked="false" Priority="60" Name="Light Shading Accent 6"/>
<w:LsdException Locked="false" Priority="61" Name="Light List Accent 6"/>
<w:LsdException Locked="false" Priority="62" Name="Light Grid Accent 6"/>
<w:LsdException Locked="false" Priority="63" Name="Medium Shading 1 Accent 6"/>
<w:LsdException Locked="false" Priority="64" Name="Medium Shading 2 Accent 6"/>
<w:LsdException Locked="false" Priority="65" Name="Medium List 1 Accent 6"/>
<w:LsdException Locked="false" Priority="66" Name="Medium List 2 Accent 6"/>
<w:LsdException Locked="false" Priority="67" Name="Medium Grid 1 Accent 6"/>
<w:LsdException Locked="false" Priority="68" Name="Medium Grid 2 Accent 6"/>
<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3 Accent 6"/>
<w:LsdException Locked="false" Priority="70" Name="Dark List Accent 6"/>
<w:LsdException Locked="false" Priority="71" Name="Colorful Shading Accent 6"/>
<w:LsdException Locked="false" Priority="72" Name="Colorful List Accent 6"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid Accent 6"/>
<w:LsdException Locked="false" Priority="19" QFormat="true"
Name="Subtle Emphasis"/>
<w:LsdException Locked="false" Priority="21" QFormat="true"
Name="Intense Emphasis"/>
<w:LsdException Locked="false" Priority="31" QFormat="true"
Name="Subtle Reference"/>
<w:LsdException Locked="false" Priority="32" QFormat="true"
Name="Intense Reference"/>
<w:LsdException Locked="false" Priority="33" QFormat="true" Name="Book Title"/>
<w:LsdException Locked="false" Priority="37" SemiHidden="true"
UnhideWhenUsed="true" Name="Bibliography"/>
<w:LsdException Locked="false" Priority="39" SemiHidden="true"
UnhideWhenUsed="true" QFormat="true" Name="TOC Heading"/>
<w:LsdException Locked="false" Priority="41" Name="Plain Table 1"/>
<w:LsdException Locked="false" Priority="42" Name="Plain Table 2"/>
<w:LsdException Locked="false" Priority="43" Name="Plain Table 3"/>
<w:LsdException Locked="false" Priority="44" Name="Plain Table 4"/>
<w:LsdException Locked="false" Priority="45" Name="Plain Table 5"/>
<w:LsdException Locked="false" Priority="40" Name="Grid Table Light"/>
<w:LsdException Locked="false" Priority="46" Name="Grid Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="Grid Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="Grid Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 1"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 3"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 3"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 3"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 3"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 3"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 4"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 4"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 4"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 4"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 4"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 5"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 5"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 5"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 5"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 5"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="46"
Name="Grid Table 1 Light Accent 6"/>
<w:LsdException Locked="false" Priority="47" Name="Grid Table 2 Accent 6"/>
<w:LsdException Locked="false" Priority="48" Name="Grid Table 3 Accent 6"/>
<w:LsdException Locked="false" Priority="49" Name="Grid Table 4 Accent 6"/>
<w:LsdException Locked="false" Priority="50" Name="Grid Table 5 Dark Accent 6"/>
<w:LsdException Locked="false" Priority="51"
Name="Grid Table 6 Colorful Accent 6"/>
<w:LsdException Locked="false" Priority="52"
Name="Grid Table 7 Colorful Accent 6"/>
<w:LsdException Locked="false" Priority="46" Name="List Table 1 Light"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark"/>
<w:LsdException Locked="false" Priority="51" Name="List Table 6 Colorful"/>
<w:LsdException Locked="false" Priority="52" Name="List Table 7 Colorful"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 1"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 1"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 1"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 1"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 1"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 1"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 2"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 2"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 2"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 2"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 2"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 2"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 3"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 3"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 3"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 3"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 3"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 3"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 4"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 4"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 4"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 4"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 4"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 4"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 5"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 5"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 5"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 5"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 5"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 5"/>
<w:LsdException Locked="false" Priority="46"
Name="List Table 1 Light Accent 6"/>
<w:LsdException Locked="false" Priority="47" Name="List Table 2 Accent 6"/>
<w:LsdException Locked="false" Priority="48" Name="List Table 3 Accent 6"/>
<w:LsdException Locked="false" Priority="49" Name="List Table 4 Accent 6"/>
<w:LsdException Locked="false" Priority="50" Name="List Table 5 Dark Accent 6"/>
<w:LsdException Locked="false" Priority="51"
Name="List Table 6 Colorful Accent 6"/>
<w:LsdException Locked="false" Priority="52"
Name="List Table 7 Colorful Accent 6"/>
</w:LatentStyles>
</xml><![endif]--><!--[if gte mso 10]>
<style>
/* Style Definitions */
table.MsoNormalTable
{mso-style-name:"Table Normal";
mso-tstyle-rowband-size:0;
mso-tstyle-colband-size:0;
mso-style-noshow:yes;
mso-style-priority:99;
mso-style-parent:"";
mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
mso-para-margin-top:0cm;
mso-para-margin-right:0cm;
mso-para-margin-bottom:8.0pt;
mso-para-margin-left:0cm;
line-height:107%;
mso-pagination:widow-orphan;
font-size:11.0pt;
font-family:"Calibri","sans-serif";
mso-ascii-font-family:Calibri;
mso-ascii-theme-font:minor-latin;
mso-hansi-font-family:Calibri;
mso-hansi-theme-font:minor-latin;}
table.MsoTableGrid
{mso-style-name:"Table Grid";
mso-tstyle-rowband-size:0;
mso-tstyle-colband-size:0;
mso-style-priority:39;
mso-style-unhide:no;
border:solid windowtext 1.0pt;
mso-border-alt:solid windowtext .5pt;
mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
mso-border-insideh:.5pt solid windowtext;
mso-border-insidev:.5pt solid windowtext;
mso-para-margin:0cm;
mso-para-margin-bottom:.0001pt;
mso-pagination:widow-orphan;
font-size:11.0pt;
font-family:"Calibri","sans-serif";
mso-ascii-font-family:Calibri;
mso-ascii-theme-font:minor-latin;
mso-hansi-font-family:Calibri;
mso-hansi-theme-font:minor-latin;}
</style>
<![endif]-->
<br />
<div class="MsoListParagraphCxSpFirst" style="line-height: 115%; margin-left: 18.0pt; mso-add-space: auto; mso-list: l0 level1 lfo1; text-indent: -18.0pt;">
<span style="mso-no-proof: yes;"><span style="mso-list: Ignore;">1.<span style="font: 7.0pt "Times New Roman";"> </span></span></span>Suatu
supermarket mempunyai sejumlah transaksi seperti dalam tabel<span style="mso-no-proof: yes;"></span></div>
<table border="1" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse: collapse; border: none; margin-left: 18.0pt; mso-border-alt: solid windowtext .5pt; mso-padding-alt: 0cm 5.4pt 0cm 5.4pt; mso-yfti-tbllook: 1184;">
<tbody>
<tr style="height: 15.45pt; mso-yfti-firstrow: yes; mso-yfti-irow: 0;">
<td style="border: solid windowtext 1.0pt; height: 15.45pt; mso-border-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 36.05pt;" valign="top" width="48"><div class="MsoListParagraphCxSpMiddle" style="line-height: 115%; margin-left: 0cm; mso-add-space: auto;">
T1</div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; height: 15.45pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 154.15pt;" valign="top" width="206"><div class="MsoListParagraphCxSpLast" style="line-height: 115%; margin-left: 0cm; mso-add-space: auto;">
{roti, selai, mentega}</div>
</td>
</tr>
<tr style="height: 15.45pt; mso-yfti-irow: 1;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 15.45pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 36.05pt;" valign="top" width="48"><div class="MsoListParagraphCxSpFirst" style="line-height: 115%; margin-left: 0cm; mso-add-space: auto;">
T2</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.45pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 154.15pt;" valign="top" width="206"><div class="MsoListParagraphCxSpLast" style="line-height: 115%; margin-left: 0cm; mso-add-space: auto;">
{roti, mentega}</div>
</td>
</tr>
<tr style="height: 14.7pt; mso-yfti-irow: 2;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 14.7pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 36.05pt;" valign="top" width="48"><div class="MsoListParagraphCxSpFirst" style="line-height: 115%; margin-left: 0cm; mso-add-space: auto;">
T3</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 14.7pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 154.15pt;" valign="top" width="206"><div class="MsoListParagraphCxSpLast" style="line-height: 115%; margin-left: 0cm; mso-add-space: auto;">
{roti, susu, mentega}</div>
</td>
</tr>
<tr style="height: 15.45pt; mso-yfti-irow: 3;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 15.45pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 36.05pt;" valign="top" width="48"><div class="MsoListParagraphCxSpFirst" style="line-height: 115%; margin-left: 0cm; mso-add-space: auto;">
T4</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.45pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 154.15pt;" valign="top" width="206"><div class="MsoListParagraphCxSpLast" style="line-height: 115%; margin-left: 0cm; mso-add-space: auto;">
{coklat, roti, susu, mentega}</div>
</td>
</tr>
<tr style="height: 15.45pt; mso-yfti-irow: 4; mso-yfti-lastrow: yes;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 15.45pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 36.05pt;" valign="top" width="48"><div class="MsoListParagraphCxSpFirst" style="line-height: 115%; margin-left: 0cm; mso-add-space: auto;">
T5</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.45pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 154.15pt;" valign="top" width="206"><div class="MsoListParagraphCxSpLast" style="line-height: 115%; margin-left: 0cm; mso-add-space: auto;">
{coklat, susu}</div>
</td>
</tr>
</tbody></table>
<div class="MsoListParagraphCxSpFirst" style="line-height: 115%; margin-left: 18.0pt; mso-add-space: auto;">
Buatlah association rule dari data tersebut dengan cara menghitung
support dan confidence (minimum support = 0.3)<span style="mso-no-proof: yes;"></span></div>
<div class="MsoListParagraphCxSpLast" style="line-height: 115%; margin-left: 18.0pt; mso-add-space: auto; mso-list: l0 level1 lfo1; text-indent: -18.0pt;">
<span style="mso-no-proof: yes;"><span style="mso-list: Ignore;">2.<span style="font: 7.0pt "Times New Roman";"> </span></span></span><span style="mso-no-proof: yes;">Lakukan pengelompokan produksi padi kota/kab di Jawa
Timur berdasarkan produksi dan luas lahan! Gunakan data ke-8 sebagai pusat
cluster pertama, data ke-7 sebagai pusat cluster kedua, dan data ke-2 sebagai
pusat cluster ke-3. Gunakan data sebagai berikut</span><br />
</div>
<table border="1" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse: collapse; border: none; mso-border-alt: solid windowtext .5pt; mso-padding-alt: 0cm 5.4pt 0cm 5.4pt; mso-yfti-tbllook: 1184;">
<tbody>
<tr style="height: 12.75pt; mso-yfti-firstrow: yes; mso-yfti-irow: 0;">
<td style="border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Kota/Kab</div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
Luas Lahan</div>
</td>
<td style="border-left: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
Produksi</div>
</td>
</tr>
<tr style="height: 12.75pt; mso-yfti-irow: 1;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Ponorogo</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
66.693</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
402.047</div>
</td>
</tr>
<tr style="height: 12.75pt; mso-yfti-irow: 2;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Trenggalek</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
31.136</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
182.848</div>
</td>
</tr>
<tr style="height: 12.75pt; mso-yfti-irow: 3;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Tulungagung</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
49.230</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
259.581</div>
</td>
</tr>
<tr style="height: 12.75pt; mso-yfti-irow: 4;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Blitar</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
50.577</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
289.494</div>
</td>
</tr>
<tr style="height: 12.75pt; mso-yfti-irow: 5;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Kediri</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
51.083</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
281.392</div>
</td>
</tr>
<tr style="height: 12.75pt; mso-yfti-irow: 6;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Malang</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
65.597</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
464.498</div>
</td>
</tr>
<tr style="height: 13.45pt; mso-yfti-irow: 7;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 13.45pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Lumajang</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 13.45pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
72.552</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 13.45pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
387.168</div>
</td>
</tr>
<tr style="height: 12.75pt; mso-yfti-irow: 8;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Jember</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
162.619</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
964.001</div>
</td>
</tr>
<tr style="height: 12.75pt; mso-yfti-irow: 9;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Banyuwangi</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
113.609</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
706.419</div>
</td>
</tr>
<tr style="height: 12.75pt; mso-yfti-irow: 10;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Bondowoso</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
61.330</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.75pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
329.557</div>
</td>
</tr>
<tr style="height: 12.05pt; mso-yfti-irow: 11;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.05pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Situbondo </div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.05pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
48.902</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.05pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
290.954</div>
</td>
</tr>
<tr style="height: 12.05pt; mso-yfti-irow: 12; mso-yfti-lastrow: yes;">
<td style="border-top: none; border: solid windowtext 1.0pt; height: 12.05pt; mso-border-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 74.8pt;" valign="top" width="100"><div class="MsoNormal">
Probolinggo</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.05pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 59.25pt;" valign="top" width="79"><div class="MsoNormal">
59.130</div>
</td>
<td style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 12.05pt; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 61.35pt;" valign="top" width="82"><div class="MsoNormal">
311.258</div>
</td>
</tr>
</tbody></table>
<br />
<br />
silakan download di <a href="https://www.4shared.com/office/jp5c6N_5ei/kuis_data_mining.html" target="_blank">sini</a>Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-35780962856063477152016-07-27T23:59:00.000-07:002016-07-28T00:04:28.523-07:00NILAI DATA MINING 2016<div class="separator" style="clear: both; text-align: center;">
</div>
<br />
<div class="separator" style="clear: both; text-align: center;">
</div>
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEitNjTjLSQ9dBZldPo77N538cviLEqSK4tcsfGkpEffMPSnqBqDgVif4uZV-jFnmQhLUWou4BrkrP7IX7AQIy26VHeMkoOlL7IHomyGdsS3gueDOYn-TrzYmJSUaAzFg870SDM4JSLfRBE/s1600/UPLOAD+DATA+MINING+2016-page-001.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEitNjTjLSQ9dBZldPo77N538cviLEqSK4tcsfGkpEffMPSnqBqDgVif4uZV-jFnmQhLUWou4BrkrP7IX7AQIy26VHeMkoOlL7IHomyGdsS3gueDOYn-TrzYmJSUaAzFg870SDM4JSLfRBE/s640/UPLOAD+DATA+MINING+2016-page-001.jpg" width="430" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj59qtjGkf8xlJViolSwuBby-EqiWbTlVKjIhBw09c9utj4B-jMm_XgovRPy9vIwdS85-VD6OYFrMX9aueJ835O-aO-SwPQjp2IK1LjR99SnxJhr-ZSnihmXYIoTAZ8LCHUzIJQsDH1-AY/s1600/UPLOAD+DATA+MINING+2016-page-002.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj59qtjGkf8xlJViolSwuBby-EqiWbTlVKjIhBw09c9utj4B-jMm_XgovRPy9vIwdS85-VD6OYFrMX9aueJ835O-aO-SwPQjp2IK1LjR99SnxJhr-ZSnihmXYIoTAZ8LCHUzIJQsDH1-AY/s640/UPLOAD+DATA+MINING+2016-page-002.jpg" width="190" /></a></div>
<br />Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-25215635159076637312016-06-02T03:58:00.000-07:002017-04-28T00:15:08.992-07:00Aturan Asosiasi
<br />
<div style="direction: ltr; margin-bottom: 0pt; margin-left: 0.4in; margin-top: 3pt; text-align: left; text-indent: -0.28in; unicode-bidi: embed; word-break: normal;">
<span style="font-size: small;"><span><span style="color: #a04da3; font-family: Georgia;">•</span></span><span style="color: black; font-family: Georgia;">Aturan</span><span style="color: black; font-family: Georgia;"> </span><span style="color: black; font-family: Georgia;">assosiatif</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">biasanya</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">dinyatakan</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">dalam</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">bentuk</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">:
{</span><span style="color: black; font-family: Georgia;">roti,
</span><span style="color: black; font-family: Georgia;">mentega</span><span style="color: black; font-family: Georgia;">}<span> </span>{</span><span style="color: black; font-family: Georgia;">susu</span><span style="color: black; font-family: Georgia;">}
(support = 40%, confidence = 50%)</span></span></div>
<br />
<div style="direction: ltr; margin-bottom: 0pt; margin-left: 0.4in; margin-top: 3pt; text-align: left; text-indent: -0.28in; unicode-bidi: embed; word-break: normal;">
<span style="font-size: small;"><span><span style="color: #a04da3; font-family: Georgia;">•</span></span><span style="color: black; font-family: Georgia;">Yang </span><span style="color: black; font-family: Georgia;">artinya</span><span style="color: black; font-family: Georgia;">
: "50% </span><span style="color: black; font-family: Georgia;">dari</span><span style="color: black; font-family: Georgia;"> </span><span style="color: black; font-family: Georgia;">transaksi</span><span style="color: black; font-family: Georgia;">
di database yang </span><span style="color: black; font-family: Georgia;">memuat</span><span style="color: black; font-family: Georgia;"> item roti </span><span style="color: black; font-family: Georgia;">dan</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">mentega</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">juga</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">memuat</span><span style="color: black; font-family: Georgia;">
item </span><span style="color: black; font-family: Georgia;">susu</span><span style="color: black; font-family: Georgia;">.
</span><span style="color: black; font-family: Georgia;">Sedangkan</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">40%
</span><span style="color: black; font-family: Georgia;">dari</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">seluruh</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">transaksi</span><span style="color: black; font-family: Georgia;">
yang </span><span style="color: black; font-family: Georgia;">ada</span><span style="color: black; font-family: Georgia;">
di database </span><span style="color: black; font-family: Georgia;">memuat</span><span style="color: black; font-family: Georgia;"> </span><span style="color: black; font-family: Georgia;">ketiga</span><span style="color: black; font-family: Georgia;">
item </span><span style="color: black; font-family: Georgia;">itu</span><span style="color: black; font-family: Georgia;">."</span></span></div>
<br />
<div style="direction: ltr; margin-bottom: 0pt; margin-left: 0.4in; margin-top: 3pt; text-align: left; text-indent: -0.28in; unicode-bidi: embed; word-break: normal;">
<span style="font-size: small;"><span><span style="color: #a04da3; font-family: Georgia;">•</span></span><span style="color: black; font-family: Georgia;">Dapat</span><span style="color: black; font-family: Georgia;"> </span><span style="color: black; font-family: Georgia;">juga</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">diartikan</span><span style="color: black; font-family: Georgia;">
: "</span><span style="color: black; font-family: Georgia;">Seorang</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">konsumen</span><span style="color: black; font-family: Georgia;">
yang </span><span style="color: black; font-family: Georgia;">membeli</span><span style="color: black; font-family: Georgia;">
roti </span><span style="color: black; font-family: Georgia;">dan</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">mentega</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">punya</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">kemungkinan</span><span style="color: black; font-family: Georgia;">
50% </span><span style="color: black; font-family: Georgia;">untuk</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">juga</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">membeli</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">susu</span><span style="color: black; font-family: Georgia;">.
</span><span style="color: black; font-family: Georgia;">Aturan</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">ini</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">cukup</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">signifikan</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">karena</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">mewakili</span><span style="color: black; font-family: Georgia;">
40% </span><span style="color: black; font-family: Georgia;">dari</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">catatan</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">transaksi</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">selama</span><span style="color: black; font-family: Georgia;">
</span><span style="color: black; font-family: Georgia;">ini</span><span style="color: black; font-family: Georgia;">."</span></span></div>
<br />
<div style="direction: ltr; margin-bottom: 0pt; margin-left: 0.4in; margin-top: 3pt; text-align: left; text-indent: -0.28in; unicode-bidi: embed; word-break: normal;">
<span style="font-size: small;"><span><span style="color: #a04da3; font-family: Georgia;"><img alt="" height="91" src="data:image/png;base64,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" width="200" /></span></span></span></div>
<br />
<br />
<br />
<span style="font-size: small;">silakan download di <a href="https://www.4shared.com/office/J31HEx3Yca/_9__Aturan_Asosiasi_1.html" target="_blank">sini</a></span>Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-50919027900664990712016-05-30T20:24:00.000-07:002016-05-30T20:24:05.632-07:00Kuis Susulan<br />
<span style="font-family: "Times New Roman",serif; font-size: 12.0pt; line-height: 150%;">Dalam
tahap ini akan dijelaskan langkah-langkah pengoperasian algoritma <i style="mso-bidi-font-style: normal;">K-Means</i> secara manual:</span>
<br />
<br />
<div align="center">
<table border="0" cellpadding="0" cellspacing="0" class="MsoNormalTable" style="border-collapse: collapse; mso-padding-alt: 0cm 5.4pt 0cm 5.4pt; mso-yfti-tbllook: 1184; width: 448px;">
<tbody>
<tr style="height: 15.0pt; mso-yfti-firstrow: yes; mso-yfti-irow: 0;">
<td colspan="4" nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 336.0pt;" valign="bottom" width="448"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Diketahui : Jumlah Cluster = 3, </span></div>
<div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">jumlah data =12, </span></div>
<div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">jumlah atribut= 2</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 1;">
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" valign="bottom" width="36"><br /></td>
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><br /></td>
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><br /></td>
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><br /></td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 2;">
<td nowrap="nowrap" style="border: solid windowtext 1.0pt; height: 15.0pt; mso-border-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">NO</span></div>
</td>
<td nowrap="nowrap" style="border-left: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kota /Kab</span></div>
</td>
<td nowrap="nowrap" style="border-left: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Luas Lahan</span></div>
</td>
<td nowrap="nowrap" style="border-left: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; mso-border-top-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Produksi</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 3;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">1</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Ponorogo</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">66,693.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">402,047.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 4;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">2</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Trenggalek </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">31,136.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">182,848.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 5;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">3</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Tulungagung </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">49,230.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">259,581.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 6;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">4</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Blitar </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">50,577.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">289,494.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 7;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">5</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Kediri </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">51,083.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">281,392.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 8;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">6</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Malang </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">65,597.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">464,498.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 9;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">7</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Lumajang </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">72,552.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">387,168.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 10;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">8</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Jember </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">162,619.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">964,001.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 11;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">9</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Banyuwangi </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">113,609.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">706,419.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 12;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">10</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Bondowoso </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">61,330.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">329,557.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 13;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">11</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Situbondo </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">48,902.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">290,954.00</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 14; mso-yfti-lastrow: yes;">
<td nowrap="nowrap" style="border-top: none; border: solid windowtext 1.0pt; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-left-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 26.7pt;" width="36"><div align="center" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: center;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">12</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 136.1pt;" valign="bottom" width="181"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Kab. Probolinggo </span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">59,130.00</span></div>
</td>
<td nowrap="nowrap" style="border-bottom: solid windowtext 1.0pt; border-left: none; border-right: solid windowtext 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-alt: solid windowtext .5pt; mso-border-right-alt: solid windowtext .5pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 86.6pt;" valign="bottom" width="115"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">311,258.00</span></div>
</td>
</tr>
</tbody></table>
</div>
<div align="center" class="MsoListParagraphCxSpFirst" style="line-height: 150%; margin-left: 0cm; mso-add-space: auto; text-align: center;">
</div>
<div class="MsoListParagraphCxSpMiddle" style="line-height: 150%; margin-left: 0cm; mso-add-space: auto; text-align: justify;">
<b style="mso-bidi-font-weight: normal;"><span style="font-family: "Times New Roman",serif; font-size: 12.0pt; line-height: 150%; mso-bidi-font-size: 11.0pt;">Iterasi ke-1</span></b></div>
<div class="MsoListParagraphCxSpLast" style="line-height: 150%; margin-left: 25.1pt; mso-add-space: auto; mso-list: l0 level4 lfo1; text-indent: -18.0pt;">
<b style="mso-bidi-font-weight: normal;"><span style="font-family: "Times New Roman",serif; font-size: 12.0pt; line-height: 150%; mso-bidi-font-size: 11.0pt;"><span style="mso-list: Ignore;">1.<span style="font: 7.0pt "Times New Roman";">
</span></span></span></b><b style="mso-bidi-font-weight: normal;"><span style="font-family: "Times New Roman",serif; font-size: 12.0pt; line-height: 150%; mso-bidi-font-size: 11.0pt;">Penentuan pusat awal cluster</span></b></div>
<div align="center">
<table border="0" cellpadding="0" cellspacing="0" class="MsoNormalTable" style="border-collapse: collapse; mso-padding-alt: 0cm 5.4pt 0cm 5.4pt; mso-yfti-tbllook: 1184; width: 539px;">
<tbody>
<tr style="height: 15.0pt; mso-yfti-firstrow: yes; mso-yfti-irow: 0;">
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 240.0pt;" valign="bottom" width="320"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Di ambil data ke-8 sebagai pusat
cluster ke-1<span style="mso-spacerun: yes;"> </span></span></div>
</td>
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 96.0pt;" width="128"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">162,619</span></div>
</td>
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 68.0pt;" width="91"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">964,001</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 1;">
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 240.0pt;" valign="bottom" width="320"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Di ambil data ke-7 sebagai pusat
cluster ke-2<span style="mso-spacerun: yes;"> </span></span></div>
</td>
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 96.0pt;" valign="bottom" width="128"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">72,552</span></div>
</td>
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 68.0pt;" valign="bottom" width="91"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">387,168</span></div>
</td>
</tr>
<tr style="height: 15.0pt; mso-yfti-irow: 2; mso-yfti-lastrow: yes;">
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 240.0pt;" valign="bottom" width="320"><div class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">Di ambil data ke-2 sebagai pusat
cluster ke-3<span style="mso-spacerun: yes;"> </span></span></div>
</td>
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 96.0pt;" valign="bottom" width="128"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">31,136</span></div>
</td>
<td nowrap="nowrap" style="height: 15.0pt; padding: 0cm 5.4pt 0cm 5.4pt; width: 68.0pt;" valign="bottom" width="91"><div align="right" class="MsoNormal" style="line-height: 150%; margin-bottom: .0001pt; margin-bottom: 0cm; text-align: right;">
<span style="color: black; font-family: "Times New Roman",serif; mso-fareast-language: IN; mso-no-proof: no;">182,848</span></div>
</td>
</tr>
</tbody></table>
</div>
<div class="MsoListParagraphCxSpFirst" style="line-height: 150%; margin-left: 0cm; mso-add-space: auto;">
</div>
Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-20341128447115985912016-04-11T19:36:00.001-07:002016-04-11T19:37:57.229-07:00DATA MINING MENGGUNAKAN ALGORITMA K-MEANS CLUSTERING UNTUK MENENTUKAN STRATEGI PROMOSI <div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEib_0WACVW2KVpX2trLisgFb1G3Q0-CaH0AP-Wwggr4JSW9uOMGyC04HMZVcUDagJrWKkY4A1vTL-Xclrkg4_8TaJ-EdiDmNyiMsPZO9SirvsU8ICYW_PT9oYUck6Rk7UGAP3anGT1NQOQ/s1600/jurnal_13292_001.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEib_0WACVW2KVpX2trLisgFb1G3Q0-CaH0AP-Wwggr4JSW9uOMGyC04HMZVcUDagJrWKkY4A1vTL-Xclrkg4_8TaJ-EdiDmNyiMsPZO9SirvsU8ICYW_PT9oYUck6Rk7UGAP3anGT1NQOQ/s640/jurnal_13292_001.jpg" width="451" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhHl3IbulnZE78YZ1Y-wo6v6bxVe1ywoOkloor3ynA3EyGss469mOKmqoW7097kjt6Gag8McMocYKb-2LhSuQDU2lsE8WRtFiE5YfWES6DvPwDbnGYHovwp27j6LgDaoW2qC4pgpbtDXko/s1600/jurnal_13292_002.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhHl3IbulnZE78YZ1Y-wo6v6bxVe1ywoOkloor3ynA3EyGss469mOKmqoW7097kjt6Gag8McMocYKb-2LhSuQDU2lsE8WRtFiE5YfWES6DvPwDbnGYHovwp27j6LgDaoW2qC4pgpbtDXko/s640/jurnal_13292_002.jpg" width="452" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg9Fda65uYu1QuCSAOB6ntE389Ja6w2wdqwXP5OGdwMwxNL_KuNZvKw-8LW5oIR6NLsrvYvFti_kRqwE9ZlWtf-bjEuWQatZNWRkadvagnUAK57obNG53TQfhIFvTye6usbmUanqIMdaU0/s1600/jurnal_13292_003.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg9Fda65uYu1QuCSAOB6ntE389Ja6w2wdqwXP5OGdwMwxNL_KuNZvKw-8LW5oIR6NLsrvYvFti_kRqwE9ZlWtf-bjEuWQatZNWRkadvagnUAK57obNG53TQfhIFvTye6usbmUanqIMdaU0/s640/jurnal_13292_003.jpg" width="452" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhw5tqRPvYnrOSRp08ZrlgsQAwqZO7NI1NfNUPa1WREzNhrcHAX8W_kWIfYd5bjSSiaWKa2lmKIVtTO1M6-C32urye-D12BQOYzKHhoDA12ZIQWS1Pnd_THYiPi7qLVjerO0cymdX-C6GQ/s1600/jurnal_13292_004.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhw5tqRPvYnrOSRp08ZrlgsQAwqZO7NI1NfNUPa1WREzNhrcHAX8W_kWIfYd5bjSSiaWKa2lmKIVtTO1M6-C32urye-D12BQOYzKHhoDA12ZIQWS1Pnd_THYiPi7qLVjerO0cymdX-C6GQ/s640/jurnal_13292_004.jpg" width="452" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjSM6oFOGKA6rpBeAlkYsWrzTuxUhYzvVCH0NP0cnM5XrZK4SW8Z4NfoxPMtyYDIXLWZKcDyUwbuakeHiH1Wimoz1khzysTSdVfXJhrkgMqZ_fcOG5JtPYoGqaEQV3jvUx0Rnw6ZRykUGY/s1600/jurnal_13292_005.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjSM6oFOGKA6rpBeAlkYsWrzTuxUhYzvVCH0NP0cnM5XrZK4SW8Z4NfoxPMtyYDIXLWZKcDyUwbuakeHiH1Wimoz1khzysTSdVfXJhrkgMqZ_fcOG5JtPYoGqaEQV3jvUx0Rnw6ZRykUGY/s640/jurnal_13292_005.jpg" width="452" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiLF7C-JLDFTvzi3HwkKCh-2xvOTWf8W4ATxH8ATrQYEKBQ_JwDdmrTInJp4lDWmWKEcwWHQbObxeGj28suXCe7kT1NXPLHmpsSkkFlGYeerrLf6IyUhzEltqlJGmpIHiHOoGBlA-HqkP8/s1600/jurnal_13292_006.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiLF7C-JLDFTvzi3HwkKCh-2xvOTWf8W4ATxH8ATrQYEKBQ_JwDdmrTInJp4lDWmWKEcwWHQbObxeGj28suXCe7kT1NXPLHmpsSkkFlGYeerrLf6IyUhzEltqlJGmpIHiHOoGBlA-HqkP8/s640/jurnal_13292_006.jpg" width="452" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjowfUYLbwFcqg4RpgxEj-PIIdzkgL_JcI2sLjkl5seEz4zBXGGXWWuHuIboqkW3xMKLUkHY-PJfgAwtJNL1s8jYD6DLI6R7QAbgHrPiEZXPgB7sNn02B8TxqnEpuRY2D2biZh-FpOdqTw/s1600/jurnal_13292_007.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjowfUYLbwFcqg4RpgxEj-PIIdzkgL_JcI2sLjkl5seEz4zBXGGXWWuHuIboqkW3xMKLUkHY-PJfgAwtJNL1s8jYD6DLI6R7QAbgHrPiEZXPgB7sNn02B8TxqnEpuRY2D2biZh-FpOdqTw/s640/jurnal_13292_007.jpg" width="452" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgT-U3Ex3vJSDf52Cl-TUjq0Thqc_xOPbnqhihEwaOsjjyG69MPUQ_D5690B2G27KW3eS_mi4DjbJXrxw7jLiCLHatZ9cVJSSvEcF08_JEqWPZehJ_bJTyfj0MeOVI9KuLmz9DJjNY6q84/s1600/jurnal_13292_008.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="640" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgT-U3Ex3vJSDf52Cl-TUjq0Thqc_xOPbnqhihEwaOsjjyG69MPUQ_D5690B2G27KW3eS_mi4DjbJXrxw7jLiCLHatZ9cVJSSvEcF08_JEqWPZehJ_bJTyfj0MeOVI9KuLmz9DJjNY6q84/s640/jurnal_13292_008.jpg" width="452" /></a></div>
Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-46502887646115360262016-04-11T19:29:00.002-07:002016-04-11T19:30:05.868-07:00Tugas 1 Data MiningKumpulkan minggu depan digunakan untuk kuis 1,<br />
<span style="color: #6fa8dc;"><span style="font-size: large;">Bandingkan hasil manual dengan hasil rapidminer</span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: left; margin-right: 1em; text-align: left;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="210" src="data:image/png;base64,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" style="margin-left: auto; margin-right: auto;" width="320" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Add caption</td></tr>
</tbody></table>
<br />Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-49209898543736824212016-04-11T19:24:00.001-07:002016-04-11T19:48:13.530-07:00Modul Rapidminersilakan download di sini<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiSJgamXKSzRaqR9DxRtmw6_82uEkIFnPJe9OMomS5tRtpRlXLj7OwqNUAPa-OZUhObh2jSgQOc1A4Sb2egSfjZKbqj2Nk1O8W9Na6w2R6HRKTSjT5_jVmTvlI9R24KzK_pv_xPB8im4W0/s1600/Modul-Praktikum-DWDM-Part-4_039.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiSJgamXKSzRaqR9DxRtmw6_82uEkIFnPJe9OMomS5tRtpRlXLj7OwqNUAPa-OZUhObh2jSgQOc1A4Sb2egSfjZKbqj2Nk1O8W9Na6w2R6HRKTSjT5_jVmTvlI9R24KzK_pv_xPB8im4W0/s400/Modul-Praktikum-DWDM-Part-4_039.jpg" width="282" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhV-l9RTD0TV6jRiohOP8EXTiL4oz__ScT87uM8bnJsY1Hkeo3vO5s3G5CkyQPBsRY_kk7lYpS8NlnmAS8xyU7i1TGSjZPCoFB5r-7-pZzN7lzwhl6gFnDL0D3TCj-7o6td-uyu5CeKnGM/s1600/Modul-Praktikum-DWDM-Part-4_040.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhV-l9RTD0TV6jRiohOP8EXTiL4oz__ScT87uM8bnJsY1Hkeo3vO5s3G5CkyQPBsRY_kk7lYpS8NlnmAS8xyU7i1TGSjZPCoFB5r-7-pZzN7lzwhl6gFnDL0D3TCj-7o6td-uyu5CeKnGM/s400/Modul-Praktikum-DWDM-Part-4_040.jpg" width="282" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgpHEmXGNfGcXRxSs2HxVLtEBrRTlL0WbizcL2Bia2OlIU-Umq7YLcQxBRac_izkR97HIR7W_wlG7ym5Wlp2tlSlsC8SlgrBDNu8HFp3hGxd0VFU6ZHWdwjSEwJY1lNWgV5PTNBg0Trgw8/s1600/Modul-Praktikum-DWDM-Part-4_041.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="400" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgpHEmXGNfGcXRxSs2HxVLtEBrRTlL0WbizcL2Bia2OlIU-Umq7YLcQxBRac_izkR97HIR7W_wlG7ym5Wlp2tlSlsC8SlgrBDNu8HFp3hGxd0VFU6ZHWdwjSEwJY1lNWgV5PTNBg0Trgw8/s400/Modul-Praktikum-DWDM-Part-4_041.jpg" width="282" /></a></div>
Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-9943101824858429762016-04-07T01:04:00.001-07:002016-04-07T01:18:50.171-07:00Klastering K-Meanspelajari materi ini untuk minggu depan, silakan download di <a href="http://www.4shared.com/office/dCNUHbG6ce/bmi.html" target="_blank">sini</a>Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-54903266857594969022016-03-28T23:03:00.000-07:002016-03-28T23:03:57.994-07:00Selection Datasilakan download di <a href="http://www.4shared.com/office/QDx1zfz5ba/pertemuan_ke-2.html" target="_blank">sini</a>Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-55100708558039624092016-03-28T23:01:00.002-07:002016-03-28T23:02:19.822-07:00Preprosessing Datasilakan download di <a href="http://www.4shared.com/office/CbH6RH69ce/pertemuan_ke-1.html" target="_blank">sini</a>Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-19866720770486382016-03-24T00:45:00.000-07:002016-03-24T00:46:49.474-07:00Konsep Dasar<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhBeofXC6E1jsgWyyWVCw3Y3R02G26ntpW7wCXwF_LpU-KmNCjDjrImQEIPTVUW9iLTbz5QFRTL6DqSBkd6Bvrur75qBfPG5jJGO9QWHiCxyjHysZrCIjdDmLC_Ga_5OA8i3s6KjazlPuo/s1600/%25281%2529+Konsep+dasar_002.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="180" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhBeofXC6E1jsgWyyWVCw3Y3R02G26ntpW7wCXwF_LpU-KmNCjDjrImQEIPTVUW9iLTbz5QFRTL6DqSBkd6Bvrur75qBfPG5jJGO9QWHiCxyjHysZrCIjdDmLC_Ga_5OA8i3s6KjazlPuo/s320/%25281%2529+Konsep+dasar_002.jpg" width="320" /></a></div>
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiFcfhZfc6UOD2WOMwSrx75AKI3LYkjlikmyOT2KSqsnymATRQuIASzAah1qGFt3CUtHeqORCeWyeAx77gzbZIfx_2bOnYadrE70B0lNi-lf5wfAWFASvrSanVzfFywMIPmeKt-6avjK2g/s1600/%25281%2529+Konsep+dasar_004.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="180" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiFcfhZfc6UOD2WOMwSrx75AKI3LYkjlikmyOT2KSqsnymATRQuIASzAah1qGFt3CUtHeqORCeWyeAx77gzbZIfx_2bOnYadrE70B0lNi-lf5wfAWFASvrSanVzfFywMIPmeKt-6avjK2g/s320/%25281%2529+Konsep+dasar_004.jpg" width="320" /></a></div>
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhV0Bs_RogZaGO7Hmqm5f3WquJwhhlZXZqSwvJeI6L7aSP3bDzm4zfv8NSNG_mztkAQBr3QDq_wo1O9p9M28n23M4GIwHypSW14DwDenZmbGtLsC9X9TZgXm7s8xe3MyP6phwHmYpIgU3Q/s1600/%25281%2529+Konsep+dasar_007.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="180" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhV0Bs_RogZaGO7Hmqm5f3WquJwhhlZXZqSwvJeI6L7aSP3bDzm4zfv8NSNG_mztkAQBr3QDq_wo1O9p9M28n23M4GIwHypSW14DwDenZmbGtLsC9X9TZgXm7s8xe3MyP6phwHmYpIgU3Q/s320/%25281%2529+Konsep+dasar_007.jpg" width="320" /></a></div>
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg_b15Hi6RRb_lN3WdnMuIrr_mV8ixZvIi57UDMu0u5ufm0SdLP3XtryD7xr_WMeNI4T_04hrXkiqsSrwTqVbaWVjlfrVzxUtnWbrr9eDVJecVuZGPCKE5Vi6IAJSh9VX5XtWurA0aibPY/s1600/%25281%2529+Konsep+dasar_009.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="180" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg_b15Hi6RRb_lN3WdnMuIrr_mV8ixZvIi57UDMu0u5ufm0SdLP3XtryD7xr_WMeNI4T_04hrXkiqsSrwTqVbaWVjlfrVzxUtnWbrr9eDVJecVuZGPCKE5Vi6IAJSh9VX5XtWurA0aibPY/s320/%25281%2529+Konsep+dasar_009.jpg" width="320" /></a></div>
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh0zM35h2Q0zrljFsvJzTNxuUwjxf6MuTiI-Qhv0GX9iI1eeYOd6zlTfiAhNeyZFH9mkI_Vhh_ARMGuxcOhM68IB8CJfgcPxjqk2xGmiFyZuyneNIeDF2SnShlRVURG6HTFlkAuxOuLtjk/s1600/%25281%2529+Konsep+dasar_010.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="180" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh0zM35h2Q0zrljFsvJzTNxuUwjxf6MuTiI-Qhv0GX9iI1eeYOd6zlTfiAhNeyZFH9mkI_Vhh_ARMGuxcOhM68IB8CJfgcPxjqk2xGmiFyZuyneNIeDF2SnShlRVURG6HTFlkAuxOuLtjk/s320/%25281%2529+Konsep+dasar_010.jpg" width="320" /></a></div>
<br />Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com2tag:blogger.com,1999:blog-8722122910933271052.post-80691517995219373712016-03-21T23:01:00.001-07:002016-03-21T23:05:16.629-07:00Rapidminersilakan download di <a href="http://www.4shared.com/file/UqBFh-aB/rapidminer-50010x32-install.htm" target="_blank">sini</a>Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-39415744355885225102016-03-21T22:57:00.004-07:002016-03-21T22:58:13.473-07:00SPSS 16silakan download di <a href="http://www.4shared.com/rar/4SJXcXH9ba/Full_SPSS_16.htm" target="_blank">sini</a>Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0tag:blogger.com,1999:blog-8722122910933271052.post-14704151791888652432016-03-21T22:56:00.001-07:002016-03-21T22:56:21.859-07:00SPSS 15silakan download di <a href="http://www.4shared.com/rar/Dk_UXli3/SPSS_15.htm" target="_blank">sini</a>Ingin Pintarhttp://www.blogger.com/profile/06974621628110062552noreply@blogger.com0