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    <title>topic Interactive Gouping Help in SAS Data Science</title>
    <link>https://communities.sas.com/t5/SAS-Data-Science/Interactive-Gouping-Help/m-p/153441#M1600</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi, I need help on the node "Interactive Grouping" from Sas Enterprise Miner.&lt;/P&gt;&lt;P&gt;To be more specific, I need to understand what does the option "Smallest Branch with Residual" from "Missing Values" Parameter.&lt;/P&gt;&lt;P&gt;What is the theoretical background of this option? How works the algorithm?&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Someone have any book suggestions or other content that can help me answer these questions?&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Thank you.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Wed, 04 Feb 2015 19:35:16 GMT</pubDate>
    <dc:creator>MarcosEilert</dc:creator>
    <dc:date>2015-02-04T19:35:16Z</dc:date>
    <item>
      <title>Interactive Gouping Help</title>
      <link>https://communities.sas.com/t5/SAS-Data-Science/Interactive-Gouping-Help/m-p/153441#M1600</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Hi, I need help on the node "Interactive Grouping" from Sas Enterprise Miner.&lt;/P&gt;&lt;P&gt;To be more specific, I need to understand what does the option "Smallest Branch with Residual" from "Missing Values" Parameter.&lt;/P&gt;&lt;P&gt;What is the theoretical background of this option? How works the algorithm?&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Someone have any book suggestions or other content that can help me answer these questions?&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;Thank you.&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 04 Feb 2015 19:35:16 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Data-Science/Interactive-Gouping-Help/m-p/153441#M1600</guid>
      <dc:creator>MarcosEilert</dc:creator>
      <dc:date>2015-02-04T19:35:16Z</dc:date>
    </item>
    <item>
      <title>Re: Interactive Gouping Help</title>
      <link>https://communities.sas.com/t5/SAS-Data-Science/Interactive-Gouping-Help/m-p/153442#M1601</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Interactive Grouping has the option to use two approaches to come up with the bins or groups for each of your input variables. One way is to use a decision tree using proc arbor, the other is an operation research approach using proc optbin.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;When you use a decision tree through the options Optimal Criterion, Quantile, or Monotonic Event Rate,&amp;nbsp; you have all the tree based grouping options that you would expect.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;If you are familiar with proc arbor, the small residual option assign missing values to the leaf so that the Sum of Square Error is the lowest. It might have a different name in other decision tree algorithms.&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;You can find more information on proc arbor and its missing value handling in this document. Missing value options are discussed in page 17. &lt;A href="http://support.sas.com/documentation/onlinedoc/miner/em43/allproc.pdf" title="http://support.sas.com/documentation/onlinedoc/miner/em43/allproc.pdf"&gt;http://support.sas.com/documentation/onlinedoc/miner/em43/allproc.pdf&lt;/A&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;I hope it helps,&lt;/P&gt;&lt;P&gt;Miguel&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 04 Feb 2015 19:56:01 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Data-Science/Interactive-Gouping-Help/m-p/153442#M1601</guid>
      <dc:creator>M_Maldonado</dc:creator>
      <dc:date>2015-02-04T19:56:01Z</dc:date>
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