Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering

By:

Israel Cesar Lerman

Format:

Paperback / softback

Series:

Advanced Information and Knowledge Processing

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Description

This book offers an original and broad exploration of the fundamental methods in Clustering and Combinatorial Data Analysis, presenting new formulations and ideas within this very active field. With extensive introductions, formal and mathematical developments and real case studies, this book provides readers with a deeper understanding of the mutual relationships between these methods, which are clearly expressed with respect to three facets: logical, combinatorial and statistical. Using relational mathematical representation, all types of data structures can be handled in precise and unified ways which the author highlights in three stages: Clustering a set of descriptive attributes Clustering a set of objects or a set of object categories Establishing correspondence between these two dual clusterings Tools for interpreting the reasons of a given cluster or clustering are also included. Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering will be a valuable resource for students and researchers who are interested in the areas of Data Analysis, Clustering, Data Mining and Knowledge Discovery.

Release date Australia

April 14th, 2018

Author

Israel Cesar Lerman

Audience

Professional & Vocational

Edition

Softcover reprint of the original 1st ed. 2016

Illustrations

54 Illustrations, black and white; XXIV, 647 p. 54 illus.

Pages

647

Series

Advanced Information and Knowledge Processing

Dimensions

156x234x34

ISBN-13

9781447173922

Product ID

27848788

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