PřF:M7222 Generalized linear models - Course Information
M7222 Generalized linear models
Faculty of ScienceAutumn 2007
- Extent and Intensity
- 2/1. 2 credit(s) (fasci plus compl plus > 4). Type of Completion: zk (examination).
- Teacher(s)
- RNDr. Marie Forbelská, Ph.D. (lecturer)
- Guaranteed by
- RNDr. Marie Forbelská, Ph.D.
Department of Mathematics and Statistics – Departments – Faculty of Science - Timetable
- Fri 8:00–9:50 U1
- Timetable of Seminar Groups:
- Prerequisites
- M6120 Linear Models in Statistics II
Basic knowledge of the theory of estimation and knowledge of linear statistical models. - Course Enrolment Limitations
- The course is offered to students of any study field.
- Course objectives
- The course is aimed to generalized linear models which are lately frequently used for analysing real data in many branches such as in biology, medicine, sociology and others. The first part of the course is devoted to the theory of the generalized linear models then gamma, poisson, logistic regression and theory of log-linear models follow. Throughout the course the computer packages outputs are used to demonstrate real data processing.
- Syllabus
- Selected topics of statistical estimation theory: family of regular densities, efficiency and Rao-Cramer lower bound, exponential family of distributions, maximal likelihood estimation and its properties. Theory of generalized linear models: generalization of classical linear regression model, construction of generalized linear model and its description, model fitting, minimal, maximal models, submodels, goodness-of-fit measures and residua, testing of adequacy of a model, diagnostics. Gamma regression, models for binary and binomial data, logistic regression, dose response models, models for nominal and ordinal data, Poisson regresion, log-linear models and contingency tables.
- Language of instruction
- Czech
- Further comments (probably available only in Czech)
- The course is taught annually.
- Listed among pre-requisites of other courses
- Enrolment Statistics (Autumn 2007, recent)
- Permalink: https://is.muni.cz/course/sci/autumn2007/M7222