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Algebraic Statistics

Language EnglishEnglish
Book Paperback
Publishers MP–AMM American Mathematical, December 2018
Algebraic statistics uses tools from algebraic geometry, commutative algebra, combinatorics, and the... Full description
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Algebraic statistics uses tools from algebraic geometry, commutative algebra, combinatorics, and their computational sides to address problems in statistics and its applications. The starting point for this connection is the observation that many statistical models are semialgebraic sets. The algebra/statistics connection is now over twenty years old, and this book presents the first broad introductory treatment of the subject. Along with background material in probability, algebra, and statistics, this book covers a range of topics in algebraic statistics including algebraic exponential families, likelihood inference, Fisher's exact test, bounds on entries of contingency tables, design of experiments, identifiability of hidden variable models, phylogenetic models, and model selection. With numerous examples, references, and over 150 exercises, this book is suitable for both classroom use and independent study.

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About the book

Full name Algebraic Statistics
Language English
Binding Book - Paperback
Date of issue 2018
Number of pages 490
EAN 9781470475109
ISBN 1470475103
Libristo code 50200388
Weight 896
Dimensions 184 x 255 x 30
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