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Seriation in Combinatorial and Statistical Data Analysis Hardback
by Israel Cesar Lerman, Henri Leredde
Part of the Advanced Information and Knowledge Processing series
Hardback
Description
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 methodsAlgorithmic and Combinatorial methodsOriginal 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.
Information
-
Out of stock
- Format:Hardback
- Pages:277 pages, 6 Illustrations, color; 108 Illustrations, black and white; XIV, 277 p. 114 illus., 6 ill
- Publisher:Springer Nature Switzerland AG
- Publication Date:05/03/2022
- Category:
- ISBN:9783030926939
Other Formats
- Paperback / softback from £132.05
Information
-
Out of stock
- Format:Hardback
- Pages:277 pages, 6 Illustrations, color; 108 Illustrations, black and white; XIV, 277 p. 114 illus., 6 ill
- Publisher:Springer Nature Switzerland AG
- Publication Date:05/03/2022
- Category:
- ISBN:9783030926939