Dimensionality Reduction with Sparse Locality for Principal Component Analysis

Various dimensionality reduction (DR) schemes have been developed for projecting high-dimensional data into low-dimensional representation. The existing schemes usually preserve either only the global structure or local structure of the original data, but not both. To resolve this issue, a scheme ca...

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Bibliographic Details
Main Authors: Pei Heng Li, Taeho Lee, Hee Yong Youn
Format: Article
Language:English
Published: Hindawi Limited 2020-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2020/9723279