{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,28]],"date-time":"2026-02-28T16:30:44Z","timestamp":1772296244516,"version":"3.50.1"},"reference-count":45,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2012,6,1]],"date-time":"2012-06-01T00:00:00Z","timestamp":1338508800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Signal Process."],"published-print":{"date-parts":[[2012,6]]},"DOI":"10.1109\/tsp.2012.2190410","type":"journal-article","created":{"date-parts":[[2012,3,8]],"date-time":"2012-03-08T19:12:40Z","timestamp":1331233960000},"page":"2928-2940","source":"Crossref","is-referenced-by-count":131,"title":["Fast Nonnegative Matrix\/Tensor Factorization Based on Low-Rank Approximation"],"prefix":"10.1109","volume":"60","author":[{"given":"Guoxu","family":"Zhou","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Andrzej","family":"Cichocki","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shengli","family":"Xie","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","author":"candes","year":"2009","journal-title":"Robust principal component analysis?"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1162\/neco.2007.19.10.2756"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1137\/S0097539704442696"},{"key":"ref32","author":"mahoney","year":"2011","journal-title":"Randomized algorithms for matrices and data"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2010.06.031"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1162\/neco.2008.11-06-407"},{"key":"ref37","author":"vannieuwenhoven","year":"2011","journal-title":"On the truncated multilinear singular value decomposition"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.laa.2010.03.020"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1587\/transfun.E92.A.708"},{"key":"ref34","author":"halko","year":"2010","journal-title":"Finding structure with randomness Probabilistic algorithms for constructing approximate matrix decompositions"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2009.169"},{"key":"ref40","author":"cichocki","year":"2006","journal-title":"NMFLAB for Signal Processing"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.277"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2008.149"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1137\/07069239X"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972801.25"},{"key":"ref15","author":"boutsidis","year":"2008","journal-title":"Random projections for the nonnegative least-squares problem"},{"key":"ref16","first-page":"556","author":"lee","year":"2000","journal-title":"Advances in Neural Information Processing Systems 13"},{"key":"ref17","first-page":"309","article-title":"Multi-way analysis in the food industry: Models, algorithms &#38; applications","author":"bro","year":"1998","journal-title":"Food Technol"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"2006","DOI":"10.1109\/TPAMI.2010.15","article-title":"Detecting the number of clusters in <ref_formula><tex Notation=\"TeX\">$n$<\/tex> <\/ref_formula>-way probabilistic clustering","volume":"32","author":"he","year":"2010","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2007.895831"},{"key":"ref28","first-page":"1","article-title":"Foundations of the PARAFAC procedure: Models and conditions for an &#x2018;explanatory&#x2019; multi-modal factor analysis","volume":"16","author":"harshman","year":"1970","journal-title":"UCLA Working Papers in Phonet"},{"key":"ref4","author":"tomasi","year":"2006","journal-title":"Practical and computational aspects in chemometric data analysis"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/BF02310791"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.acha.2010.02.003"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.csda.2006.11.006"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/BF02289464"},{"key":"ref5","doi-asserted-by":"crossref","first-page":"788","DOI":"10.1038\/44565","article-title":"Learning the parts of objects by non-negative matrix factorization","volume":"401","author":"lee","year":"1999","journal-title":"Nature"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"1548","DOI":"10.1109\/TPAMI.2010.231","article-title":"Graph regularized nonnegative matrix factorization for data representation","volume":"33","author":"cai","year":"2011","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1002\/env.3170050203"},{"key":"ref2","doi-asserted-by":"crossref","first-page":"2319","DOI":"10.1126\/science.290.5500.2319","article-title":"A global geometric framework for nonlinear dimensionality reduction","volume":"290","author":"tenenbaum","year":"2000","journal-title":"Science"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2011.2105496"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1002\/9780470747278"},{"key":"ref20","author":"luenberger","year":"2003","journal-title":"Linear and Nonlinear Programming"},{"key":"ref45","author":"nene","year":"1996","journal-title":"Columbia Object Image Library (COIL-100)"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2011.2164621"},{"key":"ref21","first-page":"1457","article-title":"Non-negative matrix factorization with sparseness constraints","volume":"5","author":"hoyer","year":"2004","journal-title":"J Mach Learn Res"},{"key":"ref42","year":"0","journal-title":"ORL database"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1137\/S0895479898346995"},{"key":"ref41","first-page":"16","article-title":"Damped Newton iterations for nonnegative matrix factorization","volume":"12","author":"zdunek","year":"2010","journal-title":"Austral J Intell Inf Process Syst"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1137\/S0895479896305696"},{"key":"ref44","doi-asserted-by":"crossref","first-page":"568","DOI":"10.1109\/TPAMI.2010.88","article-title":"Parallel spectral clustering in distributed systems","volume":"33","author":"chen","year":"2011","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref26","first-page":"201","author":"cichocki","year":"2007","journal-title":"Statistical and Process Models for Cognitive Neuroscience and Aging"},{"key":"ref43","first-page":"361","article-title":"RCV1: A new benchmark collection for text categorization research","volume":"5","author":"lewis","year":"2004","journal-title":"J Mach Learn Res"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1137\/07070111X"}],"container-title":["IEEE Transactions on Signal Processing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx5\/78\/6198804\/06166354.pdf?arnumber=6166354","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,10]],"date-time":"2021-10-10T23:51:59Z","timestamp":1633909919000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/6166354\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,6]]},"references-count":45,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tsp.2012.2190410","relation":{},"ISSN":["1053-587X","1941-0476"],"issn-type":[{"value":"1053-587X","type":"print"},{"value":"1941-0476","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,6]]}}}