Robust Cluster Analysis and Variable Selection (Chapman & Hall/CRC Monographs on Statistics and Applied Probability) - Image 1

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Chapman and Hall/CRC 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: Chapman and Hall/CRC
Price: 46.47 GBP
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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: Chapman and Hall/CRC
Format: paperback
ASIN: 1032920661
Category: Books > Subjects > Computing & Internet > Databases > Data Storage & Management > Data Mining
Domain: Amazon UK
Release Date: 14 October 2024
Listed Since: 09 August 2024

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

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