Enhancing Both Efficiency and Representational Capability of Isomap by Extensive Landmark Selection

The problems of improving computational efficiency and extending representational capability are the two hottest topics in approaches of global manifold learning. In this paper, a new method called extensive landmark Isomap (EL-Isomap) is presented, addressing both topics simultaneously. On one hand...

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Bibliographic Details
Main Authors: Dong Liang, Chen Qiao, Zongben Xu
Format: Article
Language:English
Published: Hindawi Limited 2015-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2015/241436