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Techniques for analyzing the relationship between one (or more) "dependent" variables and "independent" variables.

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Why would having less features work better for LASSO in test?

Given a large set approx 1K features (2K samples), I am trying to find a good regression for my independant variable. As the features are very correlated, I have been drawn to using LASSO. …
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