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.
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.
![Seriation in Combinatorial and Statistical Data Analysis](http://vs-images.bn-web.com/static/redesign/srcs/images/grey-box.png?v11.11.2)
Seriation in Combinatorial and Statistical Data Analysis
277![Seriation in Combinatorial and Statistical Data Analysis](http://vs-images.bn-web.com/static/redesign/srcs/images/grey-box.png?v11.11.2)
Seriation in Combinatorial and Statistical Data Analysis
277Paperback(1st ed. 2022)
Product Details
ISBN-13: | 9783030926960 |
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Publisher: | Springer International Publishing |
Publication date: | 03/04/2022 |
Series: | Advanced Information and Knowledge Processing |
Edition description: | 1st ed. 2022 |
Pages: | 277 |
Product dimensions: | 6.10(w) x 9.25(h) x (d) |