Semi-Supervised and Unsupervised Machine Learning: Novel Strategies - Couverture rigide

Albalate, Amparo; Minker, Wolfgang

 
9781848212039: Semi-Supervised and Unsupervised Machine Learning: Novel Strategies
Couverture rigide
ISBN 10 : 1848212038 ISBN 13 : 9781848212039
Editeur : ISTE Ltd and John Wiley & Sons Inc, 2010

Synopsis

This book provides a detailed and up-to-date overview on classification and data mining methods. The first part is focused on supervised classification algorithms and their applications, including recent research on the combination of classifiers. The second part deals with unsupervised data mining and knowledge discovery, with special attention to text mining. Discovering the underlying structure on a data set has been a key research topic associated to unsupervised techniques with multiple applications and challenges, from web-content mining to the inference of cancer subtypes in genomic microarray data. Among those, the book focuses on a new application for dialog systems which can be thereby made adaptable and portable to different domains. Clustering evaluation metrics and new approaches, such as the ensembles of clustering algorithms, are also described.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Amparo Albalate is a research assistant at the University of Ulm, Institute of Information Technology, Germany, pursuing her PhD on statistical language understanding for Spoken Language Dialog Systems.

Wolfgang Minker is Professor at the University of Ulm, Institute of Information Technology, Germany.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
ISTE Ltd and John Wiley & Sons Inc
Date d'édition
2010
Langue
anglais
ISBN 10 
1848212038
ISBN 13 
9781848212039
Reliure
Relié
Nombre de pages
320
Coordonnées du fabricant
non disponible
Personne responsable
non disponible