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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.
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Theory of Agglomerative Hierarchical Clustering, Sadaaki Miyamoto
- Taal
- Jaar van publicatie
- 2023
- product-detail.submit-box.info.binding
- (Paperback)
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- Taal
- Engels
- Auteurs
- Sadaaki Miyamoto
- Uitgever
- Springer Nature Singapore
- Jaar van publicatie
- 2023
- Formaat
- Paperback
- Aantal pagina's
- 120
- ISBN13
- 9789811904226
- Reeks
- Aantekening
- 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.