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    <title>topic Linear Regression Model, Results Interpretation, Please Help in Statistical Procedures</title>
    <link>https://communities.sas.com/t5/Statistical-Procedures/Linear-Regression-Model-Results-Interpretation-Please-Help/m-p/139788#M7309</link>
    <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;SPAN style="color: #0000ff;"&gt;Hi All,&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN style="color: #0000ff;"&gt;I am not familiar with Linear Regression models...I have built Logistic Regression so fat...So I just wanted to know how do you know if a Linear model is good in Enterpriise Miner..What are the metrics or graphs to measure the performance? In Logistic Regression, you have AUC, Roc Chart, Gain Chart etc...what do I look at to tell if the prediction is good in Linear Regression...Can we get a good linear regression model with a Low R-square like below for eaxmple? On my grah (results from EM) My mean predicted and mean target are quite close..Is it enought to conclude? Thank you...&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; Model Fit Statistics&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;R-Square&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 0.0291&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; Adj R-Sq&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 0.0291&lt;/P&gt;&lt;P&gt;AIC&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 2562813.6988&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; BIC&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 2562815.6991&lt;/P&gt;&lt;P&gt;SBC&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 2562887.8008&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; C(p)&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 7.0000&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
    <pubDate>Tue, 27 Jan 2015 13:35:34 GMT</pubDate>
    <dc:creator>Kanyange</dc:creator>
    <dc:date>2015-01-27T13:35:34Z</dc:date>
    <item>
      <title>Linear Regression Model, Results Interpretation, Please Help</title>
      <link>https://communities.sas.com/t5/Statistical-Procedures/Linear-Regression-Model-Results-Interpretation-Please-Help/m-p/139788#M7309</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;&lt;SPAN style="color: #0000ff;"&gt;Hi All,&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN style="color: #0000ff;"&gt;I am not familiar with Linear Regression models...I have built Logistic Regression so fat...So I just wanted to know how do you know if a Linear model is good in Enterpriise Miner..What are the metrics or graphs to measure the performance? In Logistic Regression, you have AUC, Roc Chart, Gain Chart etc...what do I look at to tell if the prediction is good in Linear Regression...Can we get a good linear regression model with a Low R-square like below for eaxmple? On my grah (results from EM) My mean predicted and mean target are quite close..Is it enought to conclude? Thank you...&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; Model Fit Statistics&lt;/P&gt;&lt;P&gt;&lt;/P&gt;&lt;P&gt;R-Square&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 0.0291&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; Adj R-Sq&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 0.0291&lt;/P&gt;&lt;P&gt;AIC&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 2562813.6988&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; BIC&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 2562815.6991&lt;/P&gt;&lt;P&gt;SBC&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 2562887.8008&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; C(p)&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp; 7.0000&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Tue, 27 Jan 2015 13:35:34 GMT</pubDate>
      <guid>https://communities.sas.com/t5/Statistical-Procedures/Linear-Regression-Model-Results-Interpretation-Please-Help/m-p/139788#M7309</guid>
      <dc:creator>Kanyange</dc:creator>
      <dc:date>2015-01-27T13:35:34Z</dc:date>
    </item>
    <item>
      <title>Re: Linear Regression Model, Results Interpretation, Please Help</title>
      <link>https://communities.sas.com/t5/Statistical-Procedures/Linear-Regression-Model-Results-Interpretation-Please-Help/m-p/139789#M7310</link>
      <description>&lt;HTML&gt;&lt;HEAD&gt;&lt;/HEAD&gt;&lt;BODY&gt;&lt;P&gt;Here is a good place to get started:&lt;/P&gt;&lt;P&gt;&lt;A href="http://support.sas.com/documentation/onlinedoc/stat/930/introreg.pdf" title="http://support.sas.com/documentation/onlinedoc/stat/930/introreg.pdf"&gt;http://support.sas.com/documentation/onlinedoc/stat/930/introreg.pdf&lt;/A&gt;&lt;/P&gt;&lt;/BODY&gt;&lt;/HTML&gt;</description>
      <pubDate>Wed, 28 Jan 2015 15:49:23 GMT</pubDate>
      <guid>https://communities.sas.com/t5/Statistical-Procedures/Linear-Regression-Model-Results-Interpretation-Please-Help/m-p/139789#M7310</guid>
      <dc:creator>lvm</dc:creator>
      <dc:date>2015-01-28T15:49:23Z</dc:date>
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