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Handbook of Mixture Analysis (Hardcover)
Loot Price: R5,420
Discovery Miles 54 200
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Handbook of Mixture Analysis (Hardcover)
Series: Chapman & Hall/CRC Handbooks of Modern Statistical Methods
Expected to ship within 12 - 19 working days
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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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