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<HTML>  <HEAD>    <!--SCRIPT LANGUAGE="JavaScript" SRC="http://a1835.g.akamai.net/f/1835/276/3h/www.netlibrary.com/include/js/dictionary_library.js"></SCRIPT>    <SCRIPT LANGUAGE="JavaScript">      if (!opener){document.onkeyup=parent.turnBookPage;}    </SCRIPT!-->    <META HTTP-EQUIV="Cache-Control" CONTENT="no-cache">    <META HTTP-EQUIV="Pragma" CONTENT="no-cache">    <META HTTP-EQUIV="Expires" CONTENT="-1"><META http-equiv="Content-Type" content="text/html; charset=windows-1252"><SCRIPT>var PrevPage="Page_291";var NextPage="Page_293";var CurPage="Page_292";var PageOrder="300";</SCRIPT>  <TITLE>Document</TITLE>  </HEAD>  <BODY BGCOLOR="#FFFFFF"><CENTER><TABLE BORDER=0 WIDTH=100% CELLPADDING=0><TR><TD ALIGN=CENTER>  <TABLE BORDER=0 CELLPADDING=2 CELLSPACING=0 WIDTH=100%>  <TR>  <TD ALIGN=LEFT><A HREF='Page_291.html'>Previous</A></TD>  <TD ALIGN=RIGHT><A HREF='Page_293.html'>Next</A></TD>  </TR>  </TABLE></TD></TR><TR><TD ALIGN=LEFT><P><A NAME='JUMPDEST_Page_292'/><A NAME='{9B0}'/><TABLE BORDER=0 CELLSPACING=0 CELLPADDING=0 WIDTH='100%'><TR><TD ALIGN=RIGHT><FONT FACE='Times New Roman, Times, Serif' SIZE=2 COLOR=#FF0000>Page 292</FONT></TD></TR></TABLE><A NAME='{9B1}'/><TABLE BORDER=0 CELLSPACING=0 CELLPADDING=0 WIDTH='100%'><TR>  <TD ROWSPAN=5></TD>  <TD COLSPAN=3 HEIGHT=12></TD>  <TD ROWSPAN=5></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR><TD></TD>  <TD ALIGN=CENTER><FONT FACE='Times New Roman, Times, Serif' SIZE=3><IMG SRC='0292-01.JPG' BORDER=0 ALT='0292-01.jpg' WIDTH=443 HEIGHT=281></FONT></TD><TD></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR>  <TD COLSPAN=3 HEIGHT=1></TD></TR></TABLE><A NAME='{9B2}'/><TABLE BORDER=0 CELLSPACING=0 CELLPADDING=0 WIDTH='100%'><TR>  <TD ROWSPAN=5></TD>  <TD COLSPAN=3 HEIGHT=12></TD>  <TD ROWSPAN=5></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR><TD></TD>  <TD ALIGN=CENTER><FONT FACE='Times New Roman, Times, Serif' SIZE=2>Figure&nbsp;8-12<BR>&nbsp;We&nbsp;select&nbsp;the&nbsp;field&nbsp;in&nbsp;the&nbsp;data&nbsp;we&nbsp;want&nbsp;to&nbsp;predict&#151;the&nbsp;total&nbsp;number&nbsp;of&nbsp;sales.</FONT></TD><TD></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR>  <TD COLSPAN=3 HEIGHT=1></TD></TR></TABLE><A NAME='{9B3}'/><TABLE BORDER=0 CELLSPACING=0 CELLPADDING=0><TR>  <TD ROWSPAN=5></TD>  <TD COLSPAN=3 HEIGHT=12></TD>  <TD ROWSPAN=5></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR><TD></TD>  <TD><FONT FACE='Courier New, Courier, Mono New, Courier, Mono' SIZE=2><I>If</I>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<B>Number&nbsp;of&nbsp;Children&nbsp;</B><I>is</I>&nbsp;<B><U>2.00</U></B>&nbsp;<BR><I>Then</I>&nbsp;&nbsp;&nbsp;<B>Predicted&nbsp;#&nbsp;of&nbsp;Sales</B>&nbsp;<I>is</I>&nbsp;<B>more&nbsp;than&nbsp;1.00</B>&nbsp;<BR>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<I>Rule's&nbsp;probability:&nbsp;</I><B>1.000</B><I>&nbsp;<BR>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;The&nbsp;rule&nbsp;exists&nbsp;in&nbsp;</I><B>391</B><I>&nbsp;records.&nbsp;<BR>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Significance&nbsp;Level:&nbsp;Error&nbsp;probability&nbsp;</I>&lt;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0.01&nbsp;</FONT></TD><TD></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR>  <TD COLSPAN=3 HEIGHT=1></TD></TR></TABLE><A NAME='{9B4}'/><TABLE BORDER=0 CELLSPACING=0 CELLPADDING=0><TR>  <TD ROWSPAN=5></TD>  <TD COLSPAN=3 HEIGHT=12></TD>  <TD ROWSPAN=5></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR><TD></TD>  <TD><FONT FACE='Times New Roman, Times, Serif' SIZE=3>This rule, or condition, is indicating that visitors to this website who have more than two children have a very high probability of making more than one purchase. This is a very important pattern since it occurs in nearly one-third of the sample data set: 0.32583. It may indicate the fact that a family will likely buy a PC for the kids along with a second purchase such as a printer for those school reports.</FONT></TD><TD></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR>  <TD COLSPAN=3 HEIGHT=1></TD></TR></TABLE><A NAME='{9B5}'/><TABLE BORDER=0 CELLSPACING=0 CELLPADDING=0><TR>  <TD ROWSPAN=5></TD>  <TD COLSPAN=3 HEIGHT=12></TD>  <TD ROWSPAN=5></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR><TD></TD>  <TD><FONT FACE='Times New Roman, Times, Serif' SIZE=3>On the other hand another rule was generated, which found that customer income level coupled with the number of children indicated the propensity to make no more than one purchase:</FONT></TD><TD></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR>  <TD COLSPAN=3 HEIGHT=1></TD></TR></TABLE><A NAME='{9B6}'/><TABLE BORDER=0 CELLSPACING=0 CELLPADDING=0><TR>  <TD ROWSPAN=5></TD>  <TD COLSPAN=3 HEIGHT=12></TD>  <TD ROWSPAN=5></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR><TD></TD>  <TD><FONT FACE='Courier New, Courier, Mono New, Courier, Mono' SIZE=2><I>If</I>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<B>Customer&nbsp;Income</B>_&nbsp;<I>is</I>&nbsp;<B><U>47.807.00&nbsp;&plusmn;&nbsp;205.00<BR></U></B><I>and</I>&nbsp;&nbsp;&nbsp;&nbsp;<B>Number&nbsp;of&nbsp;Children</B>&nbsp;<I>is</I>&nbsp;<B><U>1.00&nbsp;<BR></U></B><I>Then</I>&nbsp;&nbsp;&nbsp;<B>Predicted&nbsp;#&nbsp;of&nbsp;Sales&nbsp;</B><I>is&nbsp;<B>not</B></I><B>&nbsp;more&nbsp;than&nbsp;1.00</B>&nbsp;<BR><I>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Rule's&nbsp;probability:&nbsp;</I><B>1.000</B><I>&nbsp;<BR>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;The&nbsp;rule&nbsp;exists&nbsp;in&nbsp;</I><B>109</B><I>&nbsp;records.&nbsp;<BR>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Significance&nbsp;Level:&nbsp;Error&nbsp;probability</I>&nbsp;&lt;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0.1&nbsp;</FONT></TD><TD></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR>  <TD COLSPAN=3 HEIGHT=1></TD></TR></TABLE><A NAME='{9B7}'/><TABLE BORDER=0 CELLSPACING=0 CELLPADDING=0><TR>  <TD ROWSPAN=5></TD>  <TD COLSPAN=3 HEIGHT=12></TD>  <TD ROWSPAN=5></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR><TD></TD>  <TD><FONT FACE='Times New Roman, Times, Serif' SIZE=3>Still another rule found a relationship between the number of children and the search engine used to find this website: it found it limited the number of sales to no more than one:</FONT><FONT FACE='Times New Roman, Times, Serif' SIZE=3 COLOR=#FFFF00><!-- break --></FONT></TD><TD></TD></TR><TR>  <TD COLSPAN=3></TD></TR><TR>  <TD COLSPAN=3 HEIGHT=1></TD></TR></TABLE><A NAME='{9B8}'/></FORM></P></TD></TR></TABLE><P><FONT SIZE=0 COLOR=WHITE></CENTER><A NAME="bottom">&nbsp;</A><!-- netLibrary.com Copyright Notice -->  </BODY></HTML>

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