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Parameter
- 120 Seiten
- 5 Lesestunden
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.
Buchkauf
Theory of Agglomerative Hierarchical Clustering, Sadaaki Miyamoto
- Sprache
- Erscheinungsdatum
- 2022
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- (Hardcover)
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- Titel
- Theory of Agglomerative Hierarchical Clustering
- Sprache
- Englisch
- Autor*innen
- Sadaaki Miyamoto
- Erscheinungsdatum
- 2022
- Einband
- Hardcover
- Seitenzahl
- 120
- ISBN13
- 9789811904196
- Reihe
- Schlagwörter
- Sachbücher, Handel, Wirtschaft & Management, Wissenschaft & Mathematik, Mathematik
- Beschreibung
- 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.