{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,3,31]],"date-time":"2022-03-31T08:27:40Z","timestamp":1648715260215},"reference-count":18,"publisher":"World Scientific Pub Co Pte Lt","issue":"05","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Wavelets Multiresolut Inf. Process."],"published-print":{"date-parts":[[2010,9]]},"abstract":"<jats:p> In this paper, we propose a Locality Preserving Nonnegative Matrix Factorization (LPNMF) method to discover the manifold structure embedded in high-dimensional face space that is applied for face recognition. It is done by incorporating locality preserving constraints inside the cost function of NMF, then a new decomposition of a face with locality preserving can be obtained. As a result, the proposed LPNMF method shares some properties with the Locality Preserving Projection (LPP) such that it can effectively discover the manifold structure embedded in a high-dimensional face space. Experimental results show that LPNMF provides a better representation and achieves higher recognition rates in face recognition. <\/jats:p>","DOI":"10.1142\/s0219691310003730","type":"journal-article","created":{"date-parts":[[2010,9,21]],"date-time":"2010-09-21T05:27:48Z","timestamp":1285046868000},"page":"835-846","source":"Crossref","is-referenced-by-count":5,"title":["LOCALITY PRESERVING NONNEGATIVE MATRIX FACTORIZATION WITH APPLICATION TO FACE RECOGNITION"],"prefix":"10.1142","volume":"08","author":[{"given":"TAIPING","family":"ZHANG","sequence":"first","affiliation":[{"name":"College of Computer Science, Chongqing University, Chongqing 400030, P. R. China"}]},{"given":"BIN","family":"FANG","sequence":"additional","affiliation":[{"name":"College of Computer Science, Chongqing University, Chongqing 400030, P. R. China"}]},{"given":"YUAN Y.","family":"TANG","sequence":"additional","affiliation":[{"name":"College of Computer Science, Chongqing University, Chongqing 400030, P. R. China"}]},{"given":"ZHAOWEI","family":"SHANG","sequence":"additional","affiliation":[{"name":"College of Computer Science, Chongqing University, Chongqing 400030, P. R. 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