Introduction to General and Generalized Linear Models

Providing a flexible framework for data analysis and model building, this text focuses on the statistical methods and models that can help predict the expected value of an outcome, dependent, or response variable. It offers a sound introduction to general and generalized linear models using the popular and powerful likelihood techniques. The aut

Table des matières

Introduction. The Likelihood Principle. General Linear Models. Generalized Linear Models. Mixed Effects Models. Hierarchical Models. Real-Life Inspired Problems. Appendices. Bibliography. Index.

A propos de l'auteur

Henrik Madsen is a professor in the Department of Informatics and Mathematical Modelling at the Technical University of Denmark in Lyngby. He has authored or coauthored more than 400 publications. Dr. Madsen has also led or participated in research projects involving wind power and energy load forecasting, financial forecasting and modeling, heat dynamics modeling, PK/PD modeling in drug development, data assimilation, zooneses modeling, and high performance and scientific computing.

Résumé

Providing a flexible framework for data analysis and model building, this text focuses on the statistical methods and models that can help predict the expected value of an outcome, dependent, or response variable. It offers a sound introduction to general and generalized linear models using the popular and powerful likelihood techniques. The aut

Détails du produit

• Auteurs: Henrik Madsen, Henrik Thyregod Madsen, Poul Thyregod, Thyregod Poul
• Edition: Taylor & Francis Ltd.
• Langues: Anglais
• Format d'édition: Livre de poche
• Sortie: 14.10.2024
• EAN: 9781032922362
• ISBN: 978-1-0-3292236-2
• Pages: 316
• Thème: Chapman & Hall/CRC Texts in Statistical Science
• Catégories: Sciences naturelles, médecine, informatique, technique > Mathématiques > Théorie des probabilités, stochastique, statistiques; Sciences sociales, droit, économie > Economie > Général, dictionnaires; MATHEMATICS / Probability & Statistics / General, Economic statistics, Probability & statistics, Probability and statistics, Econometrics and economic statistics