株式会社極東書店トップ商品一覧Seriation in Combinatorial and Statistical Data Analysis. 2022 ed.

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Seriation in Combinatorial and Statistical Data Analysis. 2022 ed.

Seriation in Combinatorial and Statistical Data Analysis. 2022 ed.

・ISBN 978-3-030-92693-9 hard EUR 159.99

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お気に入り
著者・編者Lerman, Israel Cesar / Leredde, Henri,
シリーズ (Advanced Information and Knowledge Processing)
出版社 (Springer Nature Switzerland AG, SZ)
出版年月2022
ページ数277 pp.
言語ENG
ニュース番号<A02-64242>

解説

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.