Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering / Advanced Information and Knowledge Processing (PDF)
With extensive introductions, formal and mathematical...
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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.
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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.
- Autor: Israël César Lerman
- 2016, 1st ed. 2016, 647 Seiten, Englisch
- Verlag: Springer-Verlag GmbH
- ISBN-10: 1447167937
- ISBN-13: 9781447167938
- Erscheinungsdatum: 24.03.2016
Abhängig von Bildschirmgröße und eingestellter Schriftgröße kann die Seitenzahl auf Ihrem Lesegerät variieren.
- Dateiformat: PDF
- Größe: 7.69 MB
- Ohne Kopierschutz
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