Seriation in Combinatorial and Statistical Data Analysis
Israël César Lerman author Henri Leredde author
Format:Hardback
Publisher:Springer Nature Switzerland AG
Published:5th Mar '22
Should be back in stock very soon
This hardback is available in another edition too:
- Paperback£139.99(9783030926960)
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.
ISBN: 9783030926939
Dimensions: unknown
Weight: unknown
277 pages
1st ed. 2022