In this module, we will introduce generalized linear models (GLMs) through the study of binomial data. In particular, we will motivate the need for GLMs; introduce the binomial regression model, ...

Course Topics Ordinary linear regression (OLR) assumes that response variables are continuous. Generalized Linear Models (GLMs) provide an extension to OLR since response variables can be continuous ...

Dominik Rothenhäusler, Peter Bühlmann, Nicolai Meinshausen, CAUSAL DANTZIG, The Annals of Statistics, Vol. 47, No. 3 (June 2019), pp. 1688-1722 ...

If, in addition, a variance function is specified, this leads to a functional estimating equation which corresponds to maximizing a functional quasi-likelihood. This general approach includes the ...