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can you please explain the theory from a to h based on Generalized Linear Model and examples if possible 1. Theory a. Why GLMs? b.

can you please explain the theory from a to h based on Generalized Linear Model and examples if possible

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1. Theory a. Why GLMs? b. Exponential family theory [Optional] Canonical vs non-canonical links d. [Optional] mean-variance relationships e. Mean and variance of the log partition function theory f. Estimation theory g. Basic deviances theory [why are deviances Chi-square - with reference to Wilks' theorem? Why are they not actually Chi-square] h. Wald tests

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