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"Linear regression, removing the constant term from the model"
Maven
Hi guys,
I'm trying to run a linear regression model with dummy variables and I need to get rid of the constant term in my model but I do not see how to do this. It seems it can not be done through the Rapidminer's GUI (I am using learner\supervised\functions\linearregression operator).
Please help me.
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I'm trying to run a linear regression model with dummy variables and I need to get rid of the constant term in my model but I do not see how to do this. It seems it can not be done through the Rapidminer's GUI (I am using learner\supervised\functions\linearregression operator).
Please help me.
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Answers
I am afraid this is currently not possible. I must admit that I never had a problem where this would have made any sense though
Cheers,
Ingo
If I understand the question correctly, he's essentially looking for the equivalent to the "Constant is Zero" option in Excel's Regression functionality in the Data Analysis add-in.
I haven't had to do it with RapidMiner yet, but I certainly have had circumstances where I wanted to model something with no constant. i.e. Structurally, I knew that if all the input variables were zero, the dependent variable would also have to be zero, and I wanted the regression to reflect that behavior, while otherwise using regression to find the best constants for the input variables. So I could definitely see myself using such an option again in the future.
ok, if there are already two people out there who would like this, we have reached a critical mass
Just kidding: Thanks for pointing this out again. II just have realized an example where this indeed could be very useful. So we have added a new parameter to the linear regression learner called "use_bias" which can be turned off. You can obtain the new version via CVS (described here: http://rapid-i.com/content/view/25/48/ ; please use the branch "Zaniah" for the latest developer version). Of course, this new feature will also be part of the next Enterprise Edition update.
Cheers,
Ingo