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Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering Israel Cesar Lerman

Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering By Israel Cesar Lerman

Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering by Israel Cesar Lerman


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Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering Summary

Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering by Israel Cesar Lerman

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.

Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering Reviews

This book provides a synthetic and systematic presentation of clustering, combinatorial, and statistical data analysis. ... the presentation is interesting and original. Keeping a smart balance between theoretical concepts and practical issues, the book is addressed to students and researchers interested in data mining, data analysis, and clustering. (Florin Gorunescu, zbMATH 1338.62012, 2016)

Table of Contents

Preface.- On Some Facets of the Partition Set of a Finite Set.- Two Methods of Non-hierarchical Clustering.- Structure and Mathematical Representation of Data.- Ordinal and Metrical Analysis of the Resemblance Notion.- Comparing Attributes by a Probabilistic and Statistical Association I.- Comparing Attributes by a Probabilistic and Statistical Association II.- Comparing Objects or Categories Described by Attributes.- The Notion of Natural Class, Tools for its Interpretation. The Classifiability Concept.- Quality Measures in Clustering.- Building a Classification Tree.- Applying the LLA Method to Real Data.- Conclusion and Thoughts for Future Works

Additional information

NLS9781447173922
9781447173922
1447173929
Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering by Israel Cesar Lerman
New
Paperback
Springer London Ltd
2018-04-14
647
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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Customer Reviews - Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering