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Kernel Treelets

Published in Advances in Data Science and Adaptive Analysis • Jun 28, 2019
NobleIDNI9P16W37R82S80
Authors:
Hedi Xia
,
Héctor D. Ceniceros

Abstract

A new method for hierarchical clustering of data points is presented. It combines treelets, a particular multiresolution decomposition of data, with a mapping on a reproducing kernel Hilbert space. The proposed approach, called kernel treelets (KT), uses this mapping to go from a hierarchical cluste...

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