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Handbook of Mixture Analysis
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Handbook of Mixture Analysis

Book Details

Format Hardback or Cased Book
ISBN-10 1498763812
ISBN-13 9781498763813
Publisher Taylor & Francis Inc
Imprint Chapman & Hall/CRC
Country of Manufacture US
Country of Publication GB
Publication Date Jan 7th, 2019
Print length 522 Pages
Weight 1,110 grams
Dimensions 26.10 x 18.30 x 3.60 cms
Ksh 33,300.00
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This handbook is a very timely publication, presenting a broad overview of the methods and applications of this important field of research. It covers a wide array of topics, including the EM algorithm, Bayesian mixture models, model-based clustering, high-dimensional data, hidden Markov models, and applications in finance, genomics, and astronomy.

Mixture models have been around for over 150 years, and they are found in many branches of statistical modelling, as a versatile and multifaceted tool. They can be applied to a wide range of data: univariate or multivariate, continuous or categorical, cross-sectional, time series, networks, and much more. Mixture analysis is a very active research topic in statistics and machine learning, with new developments in methodology and applications taking place all the time.

The Handbook of Mixture Analysis is a very timely publication, presenting a broad overview of the methods and applications of this important field of research. It covers a wide array of topics, including the EM algorithm, Bayesian mixture models, model-based clustering, high-dimensional data, hidden Markov models, and applications in finance, genomics, and astronomy.

Features:

  • Provides a comprehensive overview of the methods and applications of mixture modelling and analysis
  • Divided into three parts: Foundations and Methods; Mixture Modelling and Extensions; and Selected Applications
  • Contains many worked examples using real data, together with computational implementation, to illustrate the methods described
  • Includes contributions from the leading researchers in the field

The Handbook of Mixture Analysis is targeted at graduate students and young researchers new to the field. It will also be an important reference for anyone working in this field, whether they are developing new methodology, or applying the models to real scientific problems.


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