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《Journal of Yangtze University(Natural Science Edition) Sci & Eng V》 2010-02
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Manifold Learning Methods Based on Distance and Topology Preservation

LIU Zhi-yong (Shenzhen Polytechnic College,Shenzhen 518055;Sun Yat-Sen University,Guangzhou 51027 )  
Manifold learning is a new data dimensional reduction method,it can reveal the inherent discipline,the objective is to discover the low-dimensional manifold structure embedded in high dimensional data space,and give an effective low-dimensional formulating.The current manifold learning method gets more and more attentions in the pattern recognition and machine learning fields for its outstanding data reduction and visualization capabilities.This article describes the basic idea of manifold learning and introduced manifold learning algorithms based on distant and topological preserved,analyzes the advantages and disadvantages of these algorithms,and proposes some problems to be researched.
【Fund】: 深圳职业技术学院基金项目(2209K3170036)
【CateGory Index】: TP181
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【Co-citations】
Chinese Journal Full-text Database 10 Hits
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