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Regression Methods In Biostatistics Linear Logistic Survival And Repeated Measures Models Statistics For Biology And Health
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This new guide gives a unified, in-depth, readable introduction to the multipredictor regression strategies most widely used in biostatistics: linear types for ongoing outcomes, logistic types for binary outcomes, the Cox product for right-censored survival occasions, recurring-actions types for longitudinal and hierarchical outcomes, and generalized linear types for counts and other outcomes.
Dealing with these matters with each other normally takes advantage of all they have in typical. The authors point out the many-shared elements in the strategies they current for picking, estimating, examining, and decoding every of these types. They also display that these regression strategies offer with confounding, mediation, and interaction of causal effects in primarily the identical way.
The illustrations, analyzed employing Stata, are drawn from the biomedical context but generalize to other places of software. Although a first training course in data is assumed, a chapter examining simple statistical strategies is integrated. Some sophisticated matters are lined but the presentation stays intuitive. A quick introduction to regression evaluation of sophisticated surveys and notes for even more looking through are supplied.
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