February 28, 2012

Generalized Linear Models and Generalized Additive Models (Advanced Data Analysis from an Elementary Point of View)

Iteratively re-weighted least squares for logistic regression re-examined: coping with nonlinear transformations and model-dependent heteroskedasticity. The common pattern of generalized linear models and IRWLS. Binomial and Poisson regression. The extension to generalized additive models.

Reading: Notes, first half of chapter 13; Faraway, section 3.1, chapter 6

Advanced Data Analysis from an Elementary Point of View

Posted by crshalizi at February 28, 2012 10:30 | permanent link

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