Robust L-Isomap with a Novel Landmark Selection Method

Isomap is a widely used nonlinear method for dimensionality reduction. Landmark-Isomap (L-Isomap) has been proposed to improve the scalability of Isomap. In this paper, we focus on two important issues that were not taken into account in L-Isomap, landmark point selection and topological stability....

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Bibliographic Details
Main Authors: Hao Shi, Baoqun Yin, Yu Kang, Chao Shao, Jie Gui
Format: Article
Language:English
Published: Hindawi Limited 2017-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2017/3930957