Semialgebraic Statistics and Latent Tree Models (Chapman & Hall/CRC Monographs on Statistics & Applied Probab) - Image 1

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CRC Press Semialgebraic Statistics and Latent Tree Models (Chapman & Hall/CRC Monographs on Statistics & Applied Probab)

Name: Semialgebraic Statistics and Latent Tree Models (Chapman & Hall/CRC Monographs on Statistics & Applied Probab)
Brand: CRC Press
Price: 78.19 GBP
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46 black & white illustrations, 3 black

Biological Sciences

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Semialgebraic Statistics and Latent Tree Models explains how to analyze statistical models with hidden (latent) variables. It takes a systematic, geometric approach to studying the semialgebraic structure of latent tree models. The first part of the book gives a general introduction to key concepts in algebraic statistics, focusing on methods that are helpful in the study of models with hidden variables. The author uses tensor geometry as a natural language to deal with multivariate probability distributions, develops new combinatorial tools to study models with hidden data, and describes the semialgebraic structure of statistical models. The second part illustrates important examples of tree models with hidden variables. The book discusses the underlying models and related combinatorial concepts of phylogenetic trees as well as the local and global geometry of latent tree models. It also extends previous results to Gaussian latent tree models. This book shows you how both combinatorics and algebraic geometry enable a better understanding of latent tree models. It contains many results on the geometry of the models, including a detailed analysis of identifiability and the defining polynomial constraints.

Product Specifications

Brand: CRC Press
Model: 46 black & white illustrations, 3 black
Format: Hardcover
ASIN: 1466576219
Category: Books > Subjects > Science, Nature & Maths > Biological Sciences
Domain: Amazon UK
Release Date: 23 September 2015
Listed Since: 16 August 2012

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CRC Press Semialgebraic Statistics and Latent Tree Models (Chapman & Hall/CRC Monographs on Statistics & Applied Probab)

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