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GAMs in Regression Problems
For GAMs in regression problems, in order to depict a non-linear relationship between the predictors and their response, we start off with the multiple linear regression model .We then replace the linear component () with a non-linear function so that the original multiple linear regression model becomes . A separate non-linear function is applied to every predictor variable in the regression model, then added together. This is why it is considered an additive model.
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Updated 2020-02-26
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Data Science