{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T20:38:29Z","timestamp":1761597509186},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2014,4,24]],"date-time":"2014-04-24T00:00:00Z","timestamp":1398297600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2016,2]]},"DOI":"10.1007\/s11042-014-2004-4","type":"journal-article","created":{"date-parts":[[2014,4,23]],"date-time":"2014-04-23T07:14:37Z","timestamp":1398237277000},"page":"1481-1493","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":41,"title":["Large-scale paralleled sparse principal component analysis"],"prefix":"10.1007","volume":"75","author":[{"given":"W.","family":"Liu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"H.","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"D.","family":"Tao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Y.","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"K.","family":"Lu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,4,24]]},"reference":[{"key":"2004_CR1","doi-asserted-by":"publisher","first-page":"434","DOI":"10.1137\/050645506","volume":"49","author":"A d\u2019Aspremont","year":"2007","unstructured":"d\u2019Aspremont A, El Ghaoui L, Jordan MI, Lanckriet GRG (2007) A direct formulation for sparse PCA using semidefinite programming. SIAM Rev 49:434\u2013448","journal-title":"SIAM Rev"},{"key":"2004_CR2","first-page":"1269","volume":"9","author":"A D\u2019Aspremont","year":"2008","unstructured":"D\u2019Aspremont A, Bach FR, El Ghaoui L (2008) Optimal solutions for sparse principal component analysis. J Mach Learn Res 9:1269\u20131294","journal-title":"J Mach Learn Res"},{"key":"2004_CR3","unstructured":"K. Bache and M. Lichman (2013) UCI machine learning repository [http:\/\/archive.ics.uci.edu\/ml]. Irvine, CA: University of California, School of Information and Computer Science"},{"key":"2004_CR4","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1080\/757584614","volume":"22","author":"J Cadima","year":"1995","unstructured":"Cadima J, Jolliffe IT (1995) Loadings and correlations in the interpretation of principal components. J Appl Stat 22:203\u2013214","journal-title":"J Appl Stat"},{"issue":"8","key":"2004_CR5","doi-asserted-by":"publisher","first-page":"1548","DOI":"10.1109\/TPAMI.2010.231","volume":"33","author":"D Cai","year":"2011","unstructured":"Cai D, He X, Han J, Huang T (2011) Graph regularized Non-negative matrix factorization for data representation. IEEE Trans PAM 33(8):1548\u20131560","journal-title":"IEEE Trans PAM"},{"issue":"1","key":"2004_CR6","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1007\/s00778-010-0189-3","volume":"20","author":"D Cai","year":"2011","unstructured":"Cai D, He X, Han J (2011) Speed Up kernel discriminant analysis. VLDB J 20(1):21\u201333","journal-title":"VLDB J"},{"issue":"9","key":"2004_CR7","doi-asserted-by":"publisher","first-page":"2861","DOI":"10.1007\/s11042-013-1750-z","volume":"74","author":"Cheng-Chieh Chiang","year":"2013","unstructured":"Cheng-Chieh C, Huei-Fang Y (2013) Quick browsing and retrieval for surveillance videos. Multimedia Tools Appl. doi: 10.1007\/s11042-013-1750-z","journal-title":"Multimedia Tools and Applications"},{"issue":"3","key":"2004_CR8","doi-asserted-by":"publisher","first-page":"545","DOI":"10.1007\/s11042-012-1213-y","volume":"66","author":"Youtian Du","year":"2012","unstructured":"Youtian D, Feng C, Wenli X, Xueming Q (2013) Video content categorization using the double decomposition. Multimedia Tools Appl. doi: 10.1007\/s11042-012-1213-y","journal-title":"Multimedia Tools and Applications"},{"key":"2004_CR9","unstructured":"Mark Galassi, Jim Davies, James Theiler, Brian Gough, et al. (2003)GNU Scientific Library"},{"issue":"7","key":"2004_CR10","doi-asserted-by":"publisher","first-page":"1087","DOI":"10.1109\/TNNLS.2012.2197827","volume":"23","author":"N Guan","year":"2012","unstructured":"Guan N, Tao D, Luo Z, Yuan B (2012) Online nonnegative matrix factorization with robust stochastic approximation. IEEE Trans Neural Netw Learning Syst 23(7):1087\u20131099","journal-title":"IEEE Trans Neural Netw Learning Syst"},{"issue":"6","key":"2004_CR11","doi-asserted-by":"publisher","first-page":"2882","DOI":"10.1109\/TSP.2012.2190406","volume":"60","author":"N Guan","year":"2012","unstructured":"Guan N, Tao D, Luo Z, Yuan B (2012) NeNMF: an optimal gradient method for nonnegative matrix factorization. IEEE Trans Signal Process 60(6):2882\u20132898","journal-title":"IEEE Trans Signal Process"},{"issue":"7","key":"2004_CR12","doi-asserted-by":"publisher","first-page":"2030","DOI":"10.1109\/TIP.2011.2105496","volume":"20","author":"N Guan","year":"2011","unstructured":"Guan N, Tao D, Luo Z, Yuan B (2011) Manifold regularized discriminative nonnegative matrix factorization with fast gradient descent. IEEE Trans Image Process 20(7):2030\u20132048","journal-title":"IEEE Trans Image Process"},{"issue":"8","key":"2004_CR13","doi-asserted-by":"publisher","first-page":"1218","DOI":"10.1109\/TNN.2011.2157359","volume":"22","author":"N Guan","year":"2011","unstructured":"Guan N, Tao D, Luo Z, Yuan B (2011) Non-negative patch alignment framework. IEEE Trans Neural Netw 22(8):1218\u20131230","journal-title":"IEEE Trans Neural Netw"},{"issue":"5","key":"2004_CR14","doi-asserted-by":"publisher","first-page":"550","DOI":"10.1109\/34.291440","volume":"16","author":"JJ Hull","year":"1994","unstructured":"Hull JJ (1994) A database for handwritten text recognition research. IEEE Trans Pattern Anal Mach Intell 16(5):550\u2013554","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"2004_CR15","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-1904-8","volume-title":"Principal component analysis","author":"IT Jolliffe","year":"1986","unstructured":"Jolliffe IT (1986) Principal component analysis. Springer Verlag, New York"},{"key":"2004_CR16","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1080\/757584395","volume":"22","author":"IT Jolliffe","year":"1995","unstructured":"Jolliffe IT (1995) Rotation of principal components: choice of normalization constraints. J Appl Stat 22:29\u201335","journal-title":"J Appl Stat"},{"issue":"3","key":"2004_CR17","doi-asserted-by":"publisher","first-page":"531","DOI":"10.1198\/1061860032148","volume":"12","author":"IT Jolliffe","year":"2003","unstructured":"Jolliffe IT, Trendafilov NT, Uddin M (2003) A modified principal component technique based on the LASSO. J Comput Graph Stat 12(3):531\u2013547","journal-title":"J Comput Graph Stat"},{"key":"2004_CR18","first-page":"517","volume":"11","author":"M Journ\u00e9e","year":"2010","unstructured":"Journ\u00e9e M, Nesterov Y, Richt\u00e1rik P, Sepulchre R (2010) Generalize power method for sparse principal component analysis. J Mach Learn Res 11:517\u2013553","journal-title":"J Mach Learn Res"},{"issue":"11","key":"2004_CR19","doi-asserted-by":"publisher","first-page":"3597","DOI":"10.1109\/TIP.2006.881943","volume":"15","author":"J Li","year":"2006","unstructured":"Li J, Allinson NM, Tao D, Li X (2006) Multitraining support vector machine for image retrieval. IEEE Trans Image Process 15(11):3597\u20133601","journal-title":"IEEE Trans Image Process"},{"key":"2004_CR20","doi-asserted-by":"publisher","first-page":"2676","DOI":"10.1109\/TIP.2013.2255302","volume":"22","author":"W Liu","year":"2013","unstructured":"Liu W, Tao D (2013) Multiview hessian regularization for image annotation. IEEE Trans Image Process 22:2676\u20132687","journal-title":"IEEE Trans Image Process"},{"key":"2004_CR21","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1016\/j.cviu.2013.03.007","volume":"118","author":"W Liu","year":"2014","unstructured":"Liu W, Tao D, Cheng J, Tang Y (2014) Multiview hessian discriminative sparse coding for image annotation. Comput Vis Image Underst 118:50\u201360","journal-title":"Comput Vis Image Underst"},{"key":"2004_CR22","unstructured":"Fanty, Mark, and Ronald Cole. (1990) \u201cSpoken Letter Recogniitiion"},{"key":"2004_CR23","first-page":"915","volume-title":"Spectral bounds for sparse PCA: exact and greedy algorithms. Advances in neural information processing systems","author":"B Moghaddam","year":"2006","unstructured":"Moghaddam B, Weiss Y, Avidan S (2006) Spectral bounds for sparse PCA: exact and greedy algorithms. Advances in neural information processing systems, vol 18. MIT Press, Cambridge, pp 915\u2013922"},{"key":"2004_CR24","unstructured":"S. A. Nene, S. K. Nayar and H. Murase (1996) Columbia Object Image Library (COIL-20). Technical Report CUCS-005-96"},{"key":"2004_CR25","unstructured":"NVIDIA, CUDA C Programming Guide (version 4.0), (2011)"},{"key":"2004_CR26","unstructured":"NVIDIA, CUBLAS Library (2011)"},{"key":"2004_CR27","doi-asserted-by":"crossref","unstructured":"J. Sun, D. Tao, C. Faloutsos (2006) Beyond streams and graphs: dynamic tensor analysis. KDD: 374\u2013383","DOI":"10.1145\/1150402.1150445"},{"issue":"10","key":"2004_CR28","doi-asserted-by":"publisher","first-page":"1700","DOI":"10.1109\/TPAMI.2007.1096","volume":"29","author":"D Tao","year":"2007","unstructured":"Tao D, Li X, Wu X, Maybank SJ (2007) General tensor discriminant analysis and Gabor features for gait recognition. IEEE Trans Pattern Anal Mach Intell 29(10):1700\u20131715","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"7","key":"2004_CR29","doi-asserted-by":"publisher","first-page":"1088","DOI":"10.1109\/TPAMI.2006.134","volume":"28","author":"D Tao","year":"2006","unstructured":"Tao D, Tang X, Li X, Wu X (2006) Asymmetric bagging and random subspace for support vector machines-based relevance feedback in image retrieval. IEEE Trans Pattern Anal Mach Intell 28(7):1088\u20131099","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"4","key":"2004_CR30","doi-asserted-by":"publisher","first-page":"716","DOI":"10.1109\/TMM.2005.861375","volume":"8","author":"D Tao","year":"2006","unstructured":"Tao D, Tang X, Li X, Rui Y (2006) Direct kernel biased discriminant analysis: a new content-based image retrieval relevance feedback algorithm. IEEE Trans on Multimed 8(4):716\u2013727","journal-title":"IEEE Trans on Multimed"},{"issue":"2","key":"2004_CR31","doi-asserted-by":"publisher","first-page":"260","DOI":"10.1109\/TPAMI.2008.70","volume":"31","author":"D Tao","year":"2009","unstructured":"Tao D, Li X, Wu X, Maybank SJ (2009) Geometric mean for subspace selection. IEEE Trans Pattern Anal Mach Intell 31(2):260\u2013274","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"8","key":"2004_CR32","doi-asserted-by":"publisher","first-page":"1559","DOI":"10.1109\/TPAMI.2013.2296528","volume":"36","author":"Chang Xu","year":"2014","unstructured":"Xu C, Tao D, Xu C (2014) Large-margin multi-view information bottleneck. IEEE Trans Pattern Anal Mach Intell. doi: 10.1109\/TPAMI.2013.2296528","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"1","key":"2004_CR33","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1109\/TMM.2011.2174782","volume":"14","author":"Z-J Zha","year":"2012","unstructured":"Zha Z-J, Wang M, Zheng Y-T, Yang Y, Hong R (2012) Tat-seng Chua: interactive video indexing with statistical active learning. IEEE Trans Multimedia 14(1):17\u201327","journal-title":"IEEE Trans Multimedia"},{"key":"2004_CR34","doi-asserted-by":"crossref","unstructured":"Zheng-Jun Zha, Xian-Sheng Hua, Tao Mei, Jingdong Wang, Guo-Jun Qi, Zengfu Wang (2008) Joint multi-label multi-instance learning for image classification. CVPR","DOI":"10.1109\/CVPR.2008.4587384"},{"issue":"1","key":"2004_CR35","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1007\/s11042-010-0630-z","volume":"51","author":"Z Yan-Tao","year":"2011","unstructured":"Yan-Tao Z, Zheng-Jun Z, Tat-Seng C (2011) Research and applications on georeferenced multimedia: a survey. Multimed Tools Appl 51(1):77\u201398","journal-title":"Multimed Tools Appl"},{"issue":"2","key":"2004_CR36","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1198\/106186006X113430","volume":"15","author":"H Zou","year":"2006","unstructured":"Zou H, Hastie T, Tibshirani R (2006) Sparse principal component analysis. J Comput Graph Stat 15(2):265\u2013286","journal-title":"J Comput Graph Stat"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-014-2004-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-014-2004-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-014-2004-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-014-2004-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,9]],"date-time":"2019-08-09T20:29:37Z","timestamp":1565382577000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-014-2004-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,4,24]]},"references-count":36,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2016,2]]}},"alternative-id":["2004"],"URL":"https:\/\/doi.org\/10.1007\/s11042-014-2004-4","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,4,24]]}}}