A primer on linear models

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Download the Bookshelf mobile app from the Google Play Store. Mac Bookshelf is available for macOS X Bookshelf allows you to have 2 computers and 2 mobile devices activated at any given time. This monograph provides an excellent introduction to logistic regression from first principles. It is an ideal tutorial for those who are familiar with standard linear regression and wish to branch out for the first time into more complex generalized linear models, for which logistic regression regression with a binary response is a good starting point.

Making the jump from linear regression to logistic regression introduces many issues, including model fitting least squares versus maximum likelihood , interpretability odds ratios , interpretation of marginal effects which are not constant for logistic regression , and regression diagnostics. These topics are covered fully in the context of logistic regression, and where appropriate, the comparison between linear and logistic regression is made.

A chapter on probit analysis is also provided.


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A Primer on Linear Models by John F. Monahan

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Stata New in Stata Why Stata? First, the coverage of topics is vast and varied. Second, extensive material is included on many modern, cutting-edge directions. The book would also function as an excellent reference for graduate students and researchers on classical and current developments in linear model theory.

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Linear Statistical Models | AMS, Spring 18, Section 01

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