A New Measure for Clustering Model Selection

A New Measure for Clustering Model Selection

Automatic Detection of the Number of Clusters in a Data Set

LAP Lambert Academic Publishing ( 13.09.2010 )

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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.

Детали книги:

ISBN-13:

978-3-8383-2397-8

ISBN-10:

3838323971

EAN:

9783838323978

Язык книги:

English

By (author) :

Jesse McCrosky

Количество страниц:

68

Опубликовано:

13.09.2010

Категория:

Математика