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Exponential Families in Theory and Practice
Taschenbuch von Bradley Efron
Sprache: Englisch

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Beschreibung
This book is aimed at Ph.D. and advanced M.S. students of statistics who need to understand modern statistical theory both in its exponential family structure and its applications, without requiring advanced mathematical preparation. Connections with logistic regression, survival analysis, Bayesian methods, and false discovery rates are emphasized.
This book is aimed at Ph.D. and advanced M.S. students of statistics who need to understand modern statistical theory both in its exponential family structure and its applications, without requiring advanced mathematical preparation. Connections with logistic regression, survival analysis, Bayesian methods, and false discovery rates are emphasized.
Über den Autor
Bradley Efron is Professor Emeritus of Statistics and Biomedical Data Science at Stanford University. He is the inventor of the bootstrap method for assessing statistical accuracy. He has published extensively on statistical theory and its applications, with particular attention to exponential families. A MacArthur fellow, he is a member of the National Academy of Sciences. He received the National Medal of Science in 2007.
Inhaltsverzeichnis
1. One-parameter exponential families; 2. Multiparameter exponential families; 3. Generalized linear models; 4. Curved exponential families, eb, missing data, and the em algorithm; 5. Bootstrap confidence intervals; Bibliography; Index.
Details
Erscheinungsjahr: 2022
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781108715669
ISBN-10: 1108715664
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Efron, Bradley
Hersteller: Cambridge University Press
Maße: 227 x 149 x 17 mm
Von/Mit: Bradley Efron
Erscheinungsdatum: 15.12.2022
Gewicht: 0,394 kg
Artikel-ID: 124148677
Über den Autor
Bradley Efron is Professor Emeritus of Statistics and Biomedical Data Science at Stanford University. He is the inventor of the bootstrap method for assessing statistical accuracy. He has published extensively on statistical theory and its applications, with particular attention to exponential families. A MacArthur fellow, he is a member of the National Academy of Sciences. He received the National Medal of Science in 2007.
Inhaltsverzeichnis
1. One-parameter exponential families; 2. Multiparameter exponential families; 3. Generalized linear models; 4. Curved exponential families, eb, missing data, and the em algorithm; 5. Bootstrap confidence intervals; Bibliography; Index.
Details
Erscheinungsjahr: 2022
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781108715669
ISBN-10: 1108715664
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Efron, Bradley
Hersteller: Cambridge University Press
Maße: 227 x 149 x 17 mm
Von/Mit: Bradley Efron
Erscheinungsdatum: 15.12.2022
Gewicht: 0,394 kg
Artikel-ID: 124148677
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