A New Measure for Clustering Model Selection: Automatic Detection of the Number of Clusters in a Data Set - Couverture souple

McCrosky, Jesse

 
9783838323978: A New Measure for Clustering Model Selection: Automatic Detection of the Number of Clusters in a Data Set
Couverture souple
ISBN 10 : 3838323971 ISBN 13 : 9783838323978
Editeur : LAP Lambert Academic Publishing, 2009

Synopsis

Typical k-means clustering procedures require a priori knowledge of the number of clusters in the data set. This value can be very difficult to ascertain. Existing heuristic methods work in some cases, but are rarely very reliable. Herein, a new method for determining the number of k-means clusters in a given data set is presented. The algorithm is developed from its theoretical basis and its implementation is examined and compared to existing solutions.

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Présentation de l'éditeur

Typical k-means clustering procedures require a priori knowledge of the number of clusters in the data set. This value can be very difficult to ascertain. Existing heuristic methods work in some cases, but are rarely very reliable. Herein, a new method for determining the number of k-means clusters in a given data set is presented. The algorithm is developed from its theoretical basis and its implementation is examined and compared to existing solutions.

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

Éditeur
LAP Lambert Academic Publishing
Date d'édition
2009
Langue
anglais
ISBN 10 
3838323971
ISBN 13 
9783838323978
Reliure
Broché
Nombre de pages
68
Coordonnées du fabricant
non disponible
Personne responsable
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