Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering

von Israël César Lerman

647 Seiten, Hardcover

Kurzbeschreibung des Verlags

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.

• Reihe: Advanced Information and Knowledge Processing
• Themen: Informatik und Informationstechnologie Datenbanken / Datenmanagement Data Mining
• ISBN: 9781447167914
• Sprache: Englisch
• Erscheinungsdatum: 04.04.2016
• Größe: 23.5 x 15.5 cm
• Verlag: Springer London