Theory of Agglomerative Hierarchical Clustering

Autor*innen

• Sadaaki Miyamoto

Parameter

• 120 Seiten
• 5 Lesestunden

• Business & Management
• Mathematik

Mehr zum Buch

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.

• Sprache: Englisch
• Erscheinungsdatum: 2023
• Einband: Paperback