Theory of Agglomerative Hierarchical Clustering

Autori

• Sadaaki Miyamoto

Parametri

• 120 pagine
• 5 ore di lettura

• Business & Management
• Matematica

Maggiori informazioni sul libro

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.

Lingua: Inglese

Pubblicato: 2023

(In brossura)