Algebraic Statistics (Graduate Studies in Mathematics) - Softcover

Buch 155 von 190: Graduate Studies in Mathematics

Sullivant, Seth

 
9781470475109: Algebraic Statistics (Graduate Studies in Mathematics)

Inhaltsangabe

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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Über die Autorin bzw. den Autor

Seth Sullivant, North Carolina State University, Raleigh, NC.

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9781470435172: Algebraic Statistics (Graduate Studies in Mathematics, 194, Band 194)

Vorgestellte Ausgabe

ISBN 10:  1470435179 ISBN 13:  9781470435172
Verlag: American Mathematical Society, 2018
Hardcover