https://community.esri.com/t5/arcgis-pro-questions/interpreting-maxent-coefficients/m-p/1542263#M88587 <P>Dear ArcGIS Pro Community,</P><P>I have run the MaxENT (Presence Only Prediction) geoprocessing tool, and I am requesting some assistance interpreting the coefficient outputs. This revolves around two main questions:</P><OL><LI>The output includes a section titled, "Regression Coefficients" and a table listing the variables and the corresponding coefficient. Can I interpret these coefficients similar to how I might interpret coefficients from an Ordinary Least Squares Regression?</LI><LI>When I ran the MaxENT procedure, I designated some variables as categorical. The Regression Coefficients table lists coefficients where the name takes the form, "categorical (variable_name, x)" where variable_name is the variable name, and x is an integer. What does the integer map to? For example, if x equals 2, how do I know which categorical value from variable_name matches this?</LI></OL><P>&nbsp;</P><P>Thank you very much for your assistance.</P> Tue, 24 Sep 2024 23:45:17 GMT AG_ASU 2024-09-24T23:45:17Z https://community.esri.com/t5/arcgis-pro-questions/interpreting-maxent-coefficients/m-p/1542263#M88587 <P>Dear ArcGIS Pro Community,</P><P>I have run the MaxENT (Presence Only Prediction) geoprocessing tool, and I am requesting some assistance interpreting the coefficient outputs. This revolves around two main questions:</P><OL><LI>The output includes a section titled, "Regression Coefficients" and a table listing the variables and the corresponding coefficient. Can I interpret these coefficients similar to how I might interpret coefficients from an Ordinary Least Squares Regression?</LI><LI>When I ran the MaxENT procedure, I designated some variables as categorical. The Regression Coefficients table lists coefficients where the name takes the form, "categorical (variable_name, x)" where variable_name is the variable name, and x is an integer. What does the integer map to? For example, if x equals 2, how do I know which categorical value from variable_name matches this?</LI></OL><P>&nbsp;</P><P>Thank you very much for your assistance.</P> Tue, 24 Sep 2024 23:45:17 GMT https://community.esri.com/t5/arcgis-pro-questions/interpreting-maxent-coefficients/m-p/1542263#M88587 AG_ASU 2024-09-24T23:45:17Z