Téléchargez le livre : Co-Clustering

Co-Clustering

Models, Algorithms and Applications

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Éditeur :

Wiley-ISTE


Paru le : 2013-12-11



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Description

Cluster or co-cluster analyses are important tools in a variety of scientific areas. The introduction of this book presents a state of the art of already well-established, as well as more recent methods of co-clustering. The authors mainly deal with the two-mode partitioning under different approaches, but pay particular attention to a probabilistic approach.
Chapter 1 concerns clustering in general and the model-based clustering in particular. The authors briefly review the classical clustering methods and focus on the mixture model. They present and discuss the use of different mixtures adapted to different types of data. The algorithms used are described and related works with different classical methods are presented and commented upon. This chapter is useful in tackling the problem of co-clustering under the mixture approach.
Chapter 2 is devoted to the latent block model proposed in the mixture approach context. The authors discuss this model in detail and present its interest regarding co-clustering. Various algorithms are presented in a general context.
Chapter 3 focuses on binary and categorical data. It presents, in detail, the appropriated latent block mixture models. Variants of these models and algorithms are presented and illustrated using examples.
Chapter 4 focuses on contingency data. Mutual information, phi-squared and model-based co-clustering are studied. Models, algorithms and connections among different approaches are described and illustrated.
Chapter 5 presents the case of continuous data. In the same way, the different approaches used in the previous chapters are extended to this situation.
Pages
256 pages
Collection
n.c
Parution
2013-12-11
Marque
Wiley-ISTE
EAN papier
9781848214736
EAN PDF
9781118649497
Informations sur l'ebook
Nombre pages copiables
0
Nombre pages imprimables
256
Taille du fichier
2693 Ko
Ce livre est accessible aux handicaps Voir les informations sur l'accessibilité
Prix
187,49 €
EAN EPUB
9781118649503
Informations sur l'ebook
Nombre pages copiables
0
Nombre pages imprimables
256
Taille du fichier
5601 Ko
Ce livre est accessible aux handicaps Voir les informations sur l'accessibilité
Prix
187,49 €

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