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Theory of Agglomerative Hierarchical Clustering
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Theory of Agglomerative Hierarchical Clustering/ by Sadaaki Miyamoto.
作者:
Miyamoto, Sadaaki.
面頁冊數:
VIII, 109 p. 35 illus., 2 illus. in color.online resource. :
Contained By:
Springer Nature eBook
標題:
IT in Business. -
電子資源:
https://doi.org/10.1007/978-981-19-0420-2
ISBN:
9789811904202
Theory of Agglomerative Hierarchical Clustering
Miyamoto, Sadaaki.
Theory of Agglomerative Hierarchical Clustering
[electronic resource] /by Sadaaki Miyamoto. - 1st ed. 2022. - VIII, 109 p. 35 illus., 2 illus. in color.online resource. - Behaviormetrics: Quantitative Approaches to Human Behavior,152524-4035 ;. - Behaviormetrics: Quantitative Approaches to Human Behavior,3.
Introduction -- Linkage Methods and Algorithms -- Theory of the Single Linkage Method -- Positive-Definite Kernels in Agglomerative Hierarchical Clustering -- Some Other Topics in Agglomerative Hierarchical Clustering -- Miscellanea.
This book discusses recent theoretical developments in agglomerative hierarchical clustering. The general understanding of agglomerative hierarchical clustering is that its theory was completed long ago and there is no room for further methodological studies, at least in its fundamental structure. This book has been planned counter to that view: it will show that there are possibilities for further theoretical studies and they will be not only for methodological interests but also for usefulness in real applications. When compared with traditional textbooks, the present book has several notable features. First, standard linkage methods and agglomerative procedure are described by a general algorithm in which dendrogram output is expressed by a recursive subprogram. That subprogram describes an abstract tree structure, which is used for a two-stage linkage method for a greater number of objects. A fundamental theorem for single linkage using a fuzzy graph is proved, which uncovers several theoretical features of single linkage. Other theoretical properties such as dendrogram reversals are discussed. New methods using positive-definite kernels are considered, and some properties of the Ward method using kernels are studied. Overall, theoretical features are discussed, but the results are useful as well for application-oriented users of agglomerative clustering. .
ISBN: 9789811904202
Standard No.: 10.1007/978-981-19-0420-2doiSubjects--Topical Terms:
1064965
IT in Business.
LC Class. No.: QA276-280
Dewey Class. No.: 519
Theory of Agglomerative Hierarchical Clustering
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