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Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering (Hardcover, 1st ed. 2016)
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Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering (Hardcover, 1st ed. 2016)
Series: Advanced Information and Knowledge Processing
Expected to ship within 12 - 17 working days
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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.
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