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Theory of Agglomerative Hierarchical Clustering

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  • 120pagine
  • 5 ore di lettura

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Recent theoretical advancements in agglomerative hierarchical clustering challenge the notion that its methodology is fully developed. The book presents a general algorithm that enhances traditional linkage methods, utilizing a recursive subprogram to create abstract tree structures for complex data sets. It proves a fundamental theorem for single linkage via fuzzy graphs and explores dendrogram reversals. Additionally, it introduces new methods using positive-definite kernels, making the theoretical insights applicable for users in practical scenarios.

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Theory of Agglomerative Hierarchical Clustering, Sadaaki Miyamoto

Lingua
Pubblicato
2023
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Lingua
Inglese
Pubblicato
2023
Formato
In brossura
Pagine
120
ISBN13
9789811904226
Serie
Tag
Saggistica, Commercio, Business & Management, Scienza e Matematica, Matematica
Descrizione
Recent theoretical advancements in agglomerative hierarchical clustering challenge the notion that its methodology is fully developed. The book presents a general algorithm that enhances traditional linkage methods, utilizing a recursive subprogram to create abstract tree structures for complex data sets. It proves a fundamental theorem for single linkage via fuzzy graphs and explores dendrogram reversals. Additionally, it introduces new methods using positive-definite kernels, making the theoretical insights applicable for users in practical scenarios.