WebSep 22, 2024 · Three Situations Where GLMs Are Better Than Linear Regression. GLMs typically outperform linear regression models in cases where the normality assumption is violated. Three situations in which this can occur are the cases of: count data; skewed data; and binary data. Let’s look at how GLMs can be used in each of these situations. Case 1 ... WebWe know the generalized linear models (GLMs) are a broad class of models. When fitting GLMs in R, we need to specify which family function to use from a bunch of options like gaussian, poisson ...
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An Overview of Generalized Linear Regression Models
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