Theory of Agglomerative Hierarchical Clustering

Autor*innen

• Sadaaki Miyamoto

Parameter

• 120 Seiten
• 5 Lesestunden

• Business & Management
• Handel
• Mathematik
• Sachliteratur
• Wissenschaft & Mathematik

Mehr zum Buch

Agglomerative hierarchical clustering is explored through recent theoretical advancements, challenging the notion that its foundational theory is complete. The book presents a general algorithm for standard linkage methods, utilizing a recursive subprogram to illustrate dendrogram outputs. It proves a fundamental theorem for single linkage with fuzzy graphs and discusses theoretical properties like dendrogram reversals. Additionally, it examines new methods involving positive-definite kernels and their implications for the Ward method, making the findings relevant for both theoretical exploration and practical applications.

• Sprache: Englisch
• Erscheinungsdatum: 2022
• Einband: Hardcover