Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering (Advanced Information and Knowledge Processing) - Hardcover

Book 51 of 66: Advanced Information and Knowledge Processing

Lerman, Israël César

 
9781447167914: Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering (Advanced Information and Knowledge Processing)

Synopsis

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.

"synopsis" may belong to another edition of this title.

From the Back Cover

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.

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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.

"About this title" may belong to another edition of this title.

Other Popular Editions of the Same Title

9781447173922: Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering (Advanced Information and Knowledge Processing)

Featured Edition

ISBN 10:  1447173929 ISBN 13:  9781447173922
Publisher: Springer, 2018
Softcover