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Theory of Agglomerative Hierarchical Clustering

Viac o knihe

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.

Vydanie

Nákup knihy

Theory of Agglomerative Hierarchical Clustering, Sadaaki Miyamoto

Jazyk
Rok vydania
2023
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Jazyk
anglicky
Rok vydania
2023
Väzba
mäkká
Počet strán
120
ISBN13
9789811904226
Série
Anotácia
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.