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portada Seriation in Combinatorial and Statistical Data Analysis
Type
Physical Book
Publisher
Author
Year
2022
Language
English
Pages
292
Format
Paperback
Dimensions
23.4 x 15.6 cm
ISBN13
9783030926953

Seriation in Combinatorial and Statistical Data Analysis

Henri Leredde;Israël César Lerman (Author) · Springer Nature B.V. · Paperback

Seriation in Combinatorial and Statistical Data Analysis - Henri Leredde;Israël César Lerman

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Synopsis "Seriation in Combinatorial and Statistical Data Analysis"

This monograph offers an original broad and very diverse exploration of the seriation domain in data analysis, together with building a specific relation to clustering.

Relative to a data table crossing a set of objects and a set of descriptive attributes, the search for orders which correspond respectively to these two sets is formalized mathematically and statistically.

State-of-the-art methods are created and compared with classical methods and a thorough understanding of the mutual relationships between these methods is clearly expressed. The authors distinguish two families of methods:



* Geometric representation methods
* Algorithmic and Combinatorial methods



Original and accurate methods are provided in the framework for both families. Their basis and comparison is made on both theoretical and experimental levels. The experimental analysis is very varied and very comprehensive. Seriation in Combinatorial and Statistical Data Analysis has a unique character in the literature falling within the fields of Data Analysis, Data Mining and Knowledge Discovery. It will be a valuable resource for students and researchers in the latter fields.

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