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Handbook of Cluster Analysis (Paperback)
Loot Price: R2,152
Discovery Miles 21 520
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Handbook of Cluster Analysis (Paperback)
Series: Chapman & Hall/CRC Handbooks of Modern Statistical Methods
Expected to ship within 12 - 17 working days
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Total price: R2,172
Discovery Miles: 21 720
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Handbook of Cluster Analysis provides a comprehensive and unified
account of the main research developments in cluster analysis.
Written by active, distinguished researchers in this area, the book
helps readers make informed choices of the most suitable clustering
approach for their problem and make better use of existing cluster
analysis tools. The book is organized according to the traditional
core approaches to cluster analysis, from the origins to recent
developments. After an overview of approaches and a quick journey
through the history of cluster analysis, the book focuses on the
four major approaches to cluster analysis. These approaches include
methods for optimizing an objective function that describes how
well data is grouped around centroids, dissimilarity-based methods,
mixture models and partitioning models, and clustering methods
inspired by nonparametric density estimation. The book also
describes additional approaches to cluster analysis, including
constrained and semi-supervised clustering, and explores other
relevant issues, such as evaluating the quality of a cluster. This
handbook is accessible to readers from various disciplines,
reflecting the interdisciplinary nature of cluster analysis. For
those already experienced with cluster analysis, the book offers a
broad and structured overview. For newcomers to the field, it
presents an introduction to key issues. For researchers who are
temporarily or marginally involved with cluster analysis problems,
the book gives enough algorithmic and practical details to
facilitate working knowledge of specific clustering areas.
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