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

Libro 51 de 110: ISSN

Ritter, Gunter

 
9781439857960: Robust Cluster Analysis and Variable Selection (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)
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ISBN 10: 1439857962 ISBN 13: 9781439857960
Editorial: Chapman and Hall/CRC, 2014

Sinopsis

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.

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Acerca del autor

Dr. Gunter Ritter is an emeritus professor in the Department of Mathematics and Computer Science at the University of Passau. He is the author and coauthor of numerous research papers in scientific journals in the areas of measure theory, probability theory, queuing theory, statistics, pattern and image recognition, and Fourier analysis. He is a member of the International Federation of Classification Societies and its German branch GfKl as well as the German Mathematical Society.

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Editorial
Chapman and Hall/CRC
Año de publicación
2014
Idioma
Inglés
ISBN 10 
1439857962
ISBN 13 
9781439857960
Encuadernación
Tapa dura
Número de edición
1
Número de páginas
392
Contacto del fabricante
Taylor and Francis, GPSR Taylor and Francis
gpsr@taylorandfrancis.com

Taylor & Francis Verlag GmbH, Kaufingerstraße 24
München
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Alemania