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    <title>topic How to export feature importance from PROC LIGHTGRADBOOST (LightGBM) in SAS Viya? [Stable 2025.06] in SAS Data Science</title>
    <link>https://communities.sas.com/t5/SAS-Data-Science/How-to-export-feature-importance-from-PROC-LIGHTGRADBOOST/m-p/983269#M11118</link>
    <description>&lt;P&gt;Hi everyone,&lt;BR /&gt;With &lt;CODE&gt;PROC GRADBOOST&lt;/CODE&gt; I can obtain variable importance via an ODS table, but I can’t find the equivalent for &lt;STRONG&gt;LightGBM&lt;/STRONG&gt; using &lt;CODE&gt;PROC LIGHTGRADBOOST&lt;/CODE&gt;.&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Questions:&lt;/STRONG&gt;&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;Does &lt;CODE&gt;PROC LIGHTGRADBOOST&lt;/CODE&gt; expose any ODS table (e.g., &lt;CODE&gt;VariableImportance&lt;/CODE&gt; / &lt;CODE&gt;FeatureImportance&lt;/CODE&gt;) to extract feature importance?&lt;/LI&gt;&lt;LI&gt;Is there an option to save or export it to a CAS/SAS table (e.g., OUTIMPORTANCE, STORE/OUTMODEL, TRAININFO, or similar)?&lt;/LI&gt;&lt;LI&gt;If not, is there a recommended approach via &lt;CODE&gt;PROC CAS&lt;/CODE&gt; actions or reading the astore/model to retrieve feature importance?&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;&lt;STRONG&gt;Environment:&lt;/STRONG&gt; SAS Viya — Version: Stable 2025.06 (running in CAS).&lt;/P&gt;&lt;P&gt;Thanks in advance! Any pointers to documentation, exact ODS table names, or example workflows would be greatly appreciated.&lt;/P&gt;</description>
    <pubDate>Tue, 10 Feb 2026 15:16:15 GMT</pubDate>
    <dc:creator>Zaid_Sanchez</dc:creator>
    <dc:date>2026-02-10T15:16:15Z</dc:date>
    <item>
      <title>How to export feature importance from PROC LIGHTGRADBOOST (LightGBM) in SAS Viya? [Stable 2025.06]</title>
      <link>https://communities.sas.com/t5/SAS-Data-Science/How-to-export-feature-importance-from-PROC-LIGHTGRADBOOST/m-p/983269#M11118</link>
      <description>&lt;P&gt;Hi everyone,&lt;BR /&gt;With &lt;CODE&gt;PROC GRADBOOST&lt;/CODE&gt; I can obtain variable importance via an ODS table, but I can’t find the equivalent for &lt;STRONG&gt;LightGBM&lt;/STRONG&gt; using &lt;CODE&gt;PROC LIGHTGRADBOOST&lt;/CODE&gt;.&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Questions:&lt;/STRONG&gt;&lt;/P&gt;&lt;OL&gt;&lt;LI&gt;Does &lt;CODE&gt;PROC LIGHTGRADBOOST&lt;/CODE&gt; expose any ODS table (e.g., &lt;CODE&gt;VariableImportance&lt;/CODE&gt; / &lt;CODE&gt;FeatureImportance&lt;/CODE&gt;) to extract feature importance?&lt;/LI&gt;&lt;LI&gt;Is there an option to save or export it to a CAS/SAS table (e.g., OUTIMPORTANCE, STORE/OUTMODEL, TRAININFO, or similar)?&lt;/LI&gt;&lt;LI&gt;If not, is there a recommended approach via &lt;CODE&gt;PROC CAS&lt;/CODE&gt; actions or reading the astore/model to retrieve feature importance?&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;&lt;STRONG&gt;Environment:&lt;/STRONG&gt; SAS Viya — Version: Stable 2025.06 (running in CAS).&lt;/P&gt;&lt;P&gt;Thanks in advance! Any pointers to documentation, exact ODS table names, or example workflows would be greatly appreciated.&lt;/P&gt;</description>
      <pubDate>Tue, 10 Feb 2026 15:16:15 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Data-Science/How-to-export-feature-importance-from-PROC-LIGHTGRADBOOST/m-p/983269#M11118</guid>
      <dc:creator>Zaid_Sanchez</dc:creator>
      <dc:date>2026-02-10T15:16:15Z</dc:date>
    </item>
    <item>
      <title>Re: How to export feature importance from PROC LIGHTGRADBOOST (LightGBM) in SAS Viya? [Stable 2025.0</title>
      <link>https://communities.sas.com/t5/SAS-Data-Science/How-to-export-feature-importance-from-PROC-LIGHTGRADBOOST/m-p/983308#M11119</link>
      <description>&lt;DIV class="MainNav_titleElem__Gu1aP"&gt;
&lt;DIV class="MainNav_title__W9Vic nav-item"&gt;SAS® Viya® Platform Programming Documentation&amp;nbsp;&lt;A id="content-version-picker" class="dropdown-toggle nav-link" style="font-family: inherit; background-color: #ffffff;" role="button" href="https://go.documentation.sas.com/#" target="_blank" rel="noopener" aria-haspopup="true" aria-expanded="false"&gt;LTS 2025.09&lt;/A&gt;&lt;/DIV&gt;
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&lt;DIV class="MainContentArea_title__UXFZX"&gt;&lt;A class="breadcrumb-link" href="https://go.documentation.sas.com/doc/en/pgmsascdc/v_067/allprodsproc/n1q8vd8rz2zl7jn1tur1k27i7xwq.htm" target="_blank" rel="noopener"&gt;Machine Learning Procedures&lt;/A&gt;&lt;/DIV&gt;
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&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;&lt;FONT size="4"&gt;&lt;SPAN&gt;LIGHTGRADBOOST Procedure&lt;/SPAN&gt;&lt;/FONT&gt;&lt;/DIV&gt;
&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;&lt;STRONG&gt;ODS Table Names&lt;/STRONG&gt;&lt;/DIV&gt;
&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;&lt;SPAN&gt;&lt;A href="https://go.documentation.sas.com/doc/en/pgmsascdc/v_067/casml/casml_lightgradboost_details02.htm" target="_blank" rel="noopener"&gt;https://go.documentation.sas.com/doc/en/pgmsascdc/v_067/casml/casml_lightgradboost_details02.htm&lt;/A&gt;&lt;/SPAN&gt;&lt;/DIV&gt;
&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;I do not see an ODS Table with Variable Importance (VI) figures.&amp;nbsp;&lt;span class="lia-unicode-emoji" title=":frowning_face:"&gt;☹️&lt;/span&gt;&amp;nbsp;&lt;BR /&gt;... unless VI is in the&amp;nbsp;&lt;SPAN&gt;ModelInfo table with&amp;nbsp;Model information (?).&lt;/SPAN&gt;&lt;/DIV&gt;
&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;[EDIT] &lt;STRONG&gt;If you use Model Studio for LightGBM ... you get "&lt;/STRONG&gt;&lt;SPAN&gt;&lt;STRONG&gt;Surrogate Model Variable Importance"&lt;/STRONG&gt;:&lt;/SPAN&gt;&lt;/DIV&gt;
&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;&lt;SPAN&gt;&lt;A href="https://communities.sas.com/t5/SAS-Communities-Library/LightGBM-in-SAS-Model-Studio/ta-p/850376" target="_blank" rel="noopener"&gt;LightGBM in SAS Model Studio - SAS Support Communities&lt;/A&gt;&lt;/SPAN&gt;&lt;/DIV&gt;
&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;&lt;SPAN&gt;See also:&amp;nbsp;&lt;A href="https://communities.sas.com/t5/SAS-Data-Science/How-is-calculated-the-Variable-Importance-in-the-Gradient/td-p/850678" target="_blank" rel="noopener"&gt;Solved: How is calculated the Variable Importance in the Gradient Boosting alg... - SAS Support Communities&lt;/A&gt;&lt;/SPAN&gt;&lt;/DIV&gt;
&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;&amp;nbsp;&lt;/DIV&gt;
&lt;DIV class="ContentNavigation_shareBtn__mh-Ah shareBtn ignore" role="application"&gt;Ciao,&lt;BR /&gt;Koen&lt;/DIV&gt;
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&lt;/DIV&gt;</description>
      <pubDate>Tue, 10 Feb 2026 22:15:10 GMT</pubDate>
      <guid>https://communities.sas.com/t5/SAS-Data-Science/How-to-export-feature-importance-from-PROC-LIGHTGRADBOOST/m-p/983308#M11119</guid>
      <dc:creator>sbxkoenk</dc:creator>
      <dc:date>2026-02-10T22:15:10Z</dc:date>
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