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CRC Press Robust Cluster Analysis and Variable Selection (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)

Name: Robust Cluster Analysis and Variable Selection (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)
Brand: CRC Press
Price: 90.0 GBP
Availability: InStock

101225

Data Mining

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Description

Clustering remains a vibrant area of research in statistics. Although there are many books on this topic, there are relatively few that are well founded in the theoretical aspects. In Robust Cluster Analysis and Variable Selection, Gunter Ritter presents an overview of the theory and applications of probabilistic clustering and variable selection, synthesizing the key research results of the last 50 years. The author focuses on the robust clustering methods he found to be the most useful on simulated data and real-time applications. The book provides clear guidance for the varying needs of both applications, describing scenarios in which accuracy and speed are the primary goals. Robust Cluster Analysis and Variable Selection includes all of the important theoretical details, and covers the key probabilistic models, robustness issues, optimization algorithms, validation techniques, and variable selection methods. The book illustrates the different methods with simulated data and applies them to real-world data sets that can be easily downloaded from the web. This provides you with guidance in how to use clustering methods as well as applicable procedures and algorithms without having to understand their probabilistic fundamentals.

Product Specifications

Brand: CRC Press
Model: 101225
Format: hardcover
ASIN: 1439857962
Category: Books > Subjects > Computing & Internet > Databases > Data Storage & Management > Data Mining
Domain: Amazon UK
Release Date: 10 September 2014
Listed Since: 03 February 2012

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CRC Press Robust Cluster Analysis and Variable Selection (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)

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