{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,7,6]],"date-time":"2024-07-06T07:22:24Z","timestamp":1720250544740},"reference-count":42,"publisher":"Springer Science and Business Media LLC","issue":"9","license":[{"start":{"date-parts":[[2016,9,20]],"date-time":"2016-09-20T00:00:00Z","timestamp":1474329600000},"content-version":"unspecified","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":[[2017,5]]},"DOI":"10.1007\/s11042-016-3937-6","type":"journal-article","created":{"date-parts":[[2016,9,20]],"date-time":"2016-09-20T20:33:10Z","timestamp":1474403590000},"page":"12149-12164","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Low-rank unsupervised graph feature selection via feature self-representation"],"prefix":"10.1007","volume":"76","author":[{"given":"Wei","family":"He","sequence":"first","affiliation":[]},{"given":"Xiaofeng","family":"Zhu","sequence":"additional","affiliation":[]},{"given":"Debo","family":"Cheng","sequence":"additional","affiliation":[]},{"given":"Rongyao","family":"Hu","sequence":"additional","affiliation":[]},{"given":"Shichao","family":"Zhang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,9,20]]},"reference":[{"key":"3937_CR1","doi-asserted-by":"publisher","unstructured":"Cai X, Ding C, Nie F, Huang H (2013) On the equivalent of low-rank linear regressions and linear discriminant analysis based regressions. In: SIGKDD, pp 1124\u20131132","DOI":"10.1145\/2487575.2487701"},{"issue":"3","key":"3937_CR2","doi-asserted-by":"publisher","first-page":"607","DOI":"10.1007\/s10115-012-0562-1","volume":"36","author":"J Cao","year":"2012","unstructured":"Cao J, Wu Z, Wang Y, Zhuang Y (2012) Hybrid collaborative filtering algorithm for bidirectional web service recommendation. Knowl Inf Syst 36(3):607\u2013627","journal-title":"Knowl Inf Syst"},{"issue":"5\u20136","key":"3937_CR3","first-page":"729","volume":"16","author":"J Cao","year":"2013","unstructured":"Cao J, Wu Z, Mao B, Zhang Y (2013a) Shilling attack detection utilizing semi-supervised learning method for collaborative recommender system. World Wide Web-internet & Web Information Systems 16(5\u20136):729\u2013748","journal-title":"World Wide Web-internet & Web Information Systems"},{"issue":"7","key":"3937_CR4","doi-asserted-by":"publisher","first-page":"2026","DOI":"10.1016\/j.sigpro.2012.07.030","volume":"93","author":"J Cao","year":"2013","unstructured":"Cao J, Wu Z, Wu J, Liu W (2013b) Towards information-theoretic k-means clustering for image indexing. Signal Process 93(7):2026\u20132037","journal-title":"Signal Process"},{"issue":"5","key":"3937_CR5","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/j.ins.2013.12.062","volume":"266","author":"J Cao","year":"2014","unstructured":"Cao J, Wu Z, Wu J (2014) Scaling up cosine interesting pattern discovery: a depth-first method. Inf Sci 266(5):31\u201346","journal-title":"Inf Sci"},{"key":"3937_CR6","unstructured":"Gu Q, Li Z, Han J (2011) Joint feature selection and subspace learning. In: IJCAI, vol 22, pp 1294\u20131299"},{"issue":"6","key":"3937_CR7","first-page":"793","volume":"44","author":"C Hou","year":"2013","unstructured":"Hou C, Nie F, Li X, Yi D, Wu Y (2013) Joint embedding learning and sparse regression: a framework for unsupervised feature selection. IEEE Transactions on Cybernetics 44(6):793\u2013804","journal-title":"IEEE Transactions on Cybernetics"},{"issue":"2","key":"3937_CR8","doi-asserted-by":"publisher","first-page":"570","DOI":"10.1109\/TSMCB.2012.2212430","volume":"43","author":"C Jie","year":"2013","unstructured":"Jie C, Wu Z, Wu J, Hui X (2013) Sail: Summation-based incremental learning for information-theoretic text clustering. IEEE Transactions on Cybernetics 43(2):570\u2013584","journal-title":"IEEE Transactions on Cybernetics"},{"issue":"1","key":"3937_CR9","doi-asserted-by":"publisher","first-page":"108","DOI":"10.1109\/TCBB.2008.46","volume":"7","author":"Y Leung","year":"2010","unstructured":"Leung Y, Hung Y (2010) A multiple-filter-multiple-wrapper approach to gene selection and microarray data classification. IEEE\/ACM Trans Comput Biol Bioinform 7(1):108\u201317","journal-title":"IEEE\/ACM Trans Comput Biol Bioinform"},{"issue":"6","key":"3937_CR10","doi-asserted-by":"publisher","first-page":"936","DOI":"10.1109\/TCYB.2013.2277664","volume":"44","author":"M Lewandowski","year":"2014","unstructured":"Lewandowski M, Makris D, Velastin S, Nebel JC (2014) Structural laplacian eigenmaps for modeling sets of multivariate sequences. IEEE Transactions on Cybernetics 44(6):936\u2013949","journal-title":"IEEE Transactions on Cybernetics"},{"key":"3937_CR11","doi-asserted-by":"crossref","unstructured":"Liu R, Yang N, Ding X, Ma L (2009) An unsupervised feature selection algorithm: Laplacian score combined with distance-based entropy measure. In: IITA, pp 65\u201368","DOI":"10.1109\/IITA.2009.390"},{"key":"3937_CR12","unstructured":"Liu G, Lin Z, Yu Y (2010) Robust subspace segmentation by low-rank representation. In: CVPR, pp 663\u2013670"},{"key":"3937_CR13","unstructured":"Nie F, Xiang S, Jia Y, Zhang C, Yan S (2008) Trace ratio criterion for feature selection. In: AAAI, pp 671\u2013676"},{"key":"3937_CR14","unstructured":"Nie F, Huang H, Cai X, Ding CH (2010) Efficient and robust feature selection via joint \u2113 2,1-norms minimization. In: NIPS, pp 1813\u20131821"},{"issue":"1","key":"3937_CR15","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1007\/s10489-006-0032-0","volume":"27","author":"Y Qin","year":"2007","unstructured":"Qin Y, Zhang S, Zhu X, Zhang J, Zhang C (2007) Semi-parametric optimization for missing data imputation. Appl Intell 27(1):79\u201388","journal-title":"Appl Intell"},{"key":"3937_CR16","doi-asserted-by":"publisher","unstructured":"Sunzhong LV, Jiang H, Zhao L, Wang D, Fan M (2013) Manifold based fisher method for semi-supervised feature selection. In: FSKD, pp 664\u2013668","DOI":"10.1109\/FSKD.2013.6816279"},{"key":"3937_CR17","doi-asserted-by":"publisher","first-page":"112","DOI":"10.1016\/j.engappai.2014.03.007","volume":"32","author":"S Tabakhi","year":"2014","unstructured":"Tabakhi S, Moradi P, Akhlaghian F (2014) An unsupervised feature selection algorithm based on ant colony optimization. Eng Appl Artif Intell 32:112\u2013123","journal-title":"Eng Appl Artif Intell"},{"issue":"6","key":"3937_CR18","doi-asserted-by":"publisher","first-page":"2193","DOI":"10.1016\/j.patcog.2011.12.001","volume":"45","author":"KH Thung","year":"2012","unstructured":"Thung KH, Paramesran R, Lim CL (2012) Content-based image quality metric using similarity measure of moment vectors. Pattern Recogn 45(6):2193\u20132204","journal-title":"Pattern Recogn"},{"issue":"2","key":"3937_CR19","doi-asserted-by":"publisher","first-page":"386","DOI":"10.1016\/j.neuroimage.2014.01.033","volume":"91","author":"KH Thung","year":"2014","unstructured":"Thung KH, Wee CY, Yap PT, Shen D (2014) Neurodegenerative disease diagnosis using incomplete multi-modality data via matrix shrinkage and completion. Neuroimage 91(2):386\u2013400","journal-title":"Neuroimage"},{"key":"3937_CR20","doi-asserted-by":"crossref","unstructured":"Thung KH, Wee CY, Yap PT, Shen D (2015a) Identification of progressive mild cognitive impairment patients using incomplete longitudinal mri scans. Brain Struct Funct:1\u201317","DOI":"10.1007\/s00429-015-1140-6"},{"key":"3937_CR21","doi-asserted-by":"crossref","unstructured":"Thung KH, Yap PT, Adeli-M E, Shen D (2015b) Joint diagnosis and conversion time prediction of progressive mild cognitive impairment (pmci) using low-rank subspace clustering and matrix completion. pp 527\u2013534","DOI":"10.1007\/978-3-319-24574-4_63"},{"issue":"20","key":"3937_CR22","doi-asserted-by":"publisher","first-page":"4625","DOI":"10.1016\/j.ins.2010.05.037","volume":"181","author":"A Unler","year":"2011","unstructured":"Unler A, Murat A, Chinnam RB (2011) Mr2pso: a maximum relevance minimum redundancy feature selection method based on swarm intelligence for support vector machine classification. Inf Sci 181(20):4625\u20134641","journal-title":"Inf Sci"},{"key":"3937_CR23","doi-asserted-by":"publisher","unstructured":"Wang JY, Yao J, Sun Y (2014) Semi-supervised local-learning-based feature selection. In: IJCNN, pp 1942\u20131948","DOI":"10.1109\/IJCNN.2014.6889591"},{"key":"3937_CR24","unstructured":"Xiang S, Zhu Y, Shen X, Ye J (2011) Optimal exact least squares rank minimization. In: KDD : proceedings \/ International Conference on Knowledge Discovery & Data Mining. International Conference on Knowledge Discovery & Data Mining, pp 480\u2013488"},{"issue":"9","key":"3937_CR25","doi-asserted-by":"publisher","first-page":"6718","DOI":"10.1016\/j.eswa.2010.02.107","volume":"37","author":"Y Xu","year":"2010","unstructured":"Xu Y, Song F, Feng G, Zhao Y (2010) A novel local preserving projection scheme for use with face recognition. Expert Syst Appl 37(9):6718\u20136721","journal-title":"Expert Syst Appl"},{"issue":"2","key":"3937_CR26","doi-asserted-by":"publisher","first-page":"1137","DOI":"10.1145\/2457450.2457456","volume":"9","author":"Y Yang","year":"2013","unstructured":"Yang Y, Yang Y, Shen HT (2013) Effective transfer tagging from image to video. ACM Trans Multimed Comput Commun Appl 9(2):1137\u20131140","journal-title":"ACM Trans Multimed Comput Commun Appl"},{"issue":"5","key":"3937_CR27","first-page":"1069","volume":"45","author":"Y Yang","year":"2014","unstructured":"Yang Y, Ma Z, Yang Y, Nie F, Shen HT (2014a) Multitask spectral clustering by exploring intertask correlation. IEEE Transactions on Cybernetics 45 (5):1069\u20131080","journal-title":"IEEE Transactions on Cybernetics"},{"issue":"6","key":"3937_CR28","doi-asserted-by":"publisher","first-page":"1677","DOI":"10.1109\/TMM.2014.2323014","volume":"16","author":"Y Yang","year":"2014","unstructured":"Yang Y, Zha ZJ, Gao Y, Zhu X (2014b) Corrections to exploiting web images for semantic video indexing via robust sample-specific loss. IEEE Trans Multimedia 16 (6):1677\u20131689","journal-title":"IEEE Trans Multimedia"},{"key":"3937_CR29","doi-asserted-by":"publisher","unstructured":"Yang Y, Zhang H, Zhang M, Shen F, Li X (2015) Visual coding in a semantic hierarchy. pp 59\u201368","DOI":"10.1145\/2733373.2806244"},{"key":"3937_CR30","doi-asserted-by":"publisher","unstructured":"Zhang C, Qin Y, Zhu X, Zhang J, Zhang S (2006) Clustering-based missing value imputation for data preprocessing. In: IEEE International Conference on Industrial Informatics, pp 1081\u2013 1086","DOI":"10.1109\/INDIN.2006.275767"},{"issue":"1","key":"3937_CR31","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1109\/TIP.2012.2214045","volume":"22","author":"J Zhang","year":"2013","unstructured":"Zhang J, Liang J, Zhao H (2013) Local energy pattern for texture classification using self-adaptive quantization thresholds. IEEE Trans Image Process 22(1):31\u201342","journal-title":"IEEE Trans Image Process"},{"issue":"6","key":"3937_CR32","doi-asserted-by":"publisher","first-page":"1861","DOI":"10.1364\/BOE.5.001861","volume":"5","author":"J Zhang","year":"2014","unstructured":"Zhang J, Chen D, Liang J, Xue H, Lei J, Wang Q, Chen D, Meng M, Jin Z, Tian J (2014) Incorporating mri structural information into bioluminescence tomography: system, heterogeneous reconstruction and in vivo quantification. Biomedical Optics Express 5(6):1861\u201376","journal-title":"Biomedical Optics Express"},{"issue":"1","key":"3937_CR33","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1109\/TGRS.2014.2321405","volume":"53","author":"Q Zhang","year":"2015","unstructured":"Zhang Q, Tian Y, Yang Y, Pan C (2015) Automatic spatialspectral feature selection for hyperspectral image via discriminative sparse multimodal learning. IEEE Trans Geosci Remote Sens 53(1):261\u2013279","journal-title":"IEEE Trans Geosci Remote Sens"},{"key":"3937_CR34","unstructured":"Zhu X, Zhang S, Zhang J, Zhang C (2007) Cost-sensitive imputing missing values with ordering. In: AAAI, pp 1922\u20131923"},{"issue":"8","key":"3937_CR35","doi-asserted-by":"publisher","first-page":"3003","DOI":"10.1016\/j.patcog.2012.02.007","volume":"45","author":"X Zhu","year":"2012","unstructured":"Zhu X, Huang Z, Shen HT, Cheng J, Xu C (2012) Dimensionality reduction by mixed kernel canonical correlation analysis. Pattern Recogn 45(8):3003\u20133016","journal-title":"Pattern Recogn"},{"key":"3937_CR36","doi-asserted-by":"publisher","unstructured":"Zhu X, Suk H, Shen D (2014a) Multi-modality canonical feature selection for alzheimer\u2019s disease diagnosis. In: MICCAI, pp 162\u2013169","DOI":"10.1007\/978-3-319-10470-6_21"},{"key":"3937_CR37","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1016\/j.neuroimage.2014.05.078","volume":"100","author":"X Zhu","year":"2014","unstructured":"Zhu X, Suk HI, Shen D (2014b) A novel matrix-similarity based loss function for joint regression and classification in ad diagnosis. Neuroimage 100:91\u2013105","journal-title":"Neuroimage"},{"issue":"2","key":"3937_CR38","doi-asserted-by":"publisher","first-page":"438","DOI":"10.1016\/j.patcog.2014.08.006","volume":"48","author":"P Zhu","year":"2015","unstructured":"Zhu P, Zuo W, Zhang L, Hu Q, Shiu SC (2015a) Unsupervised feature selection by regularized self-representation. Pattern Recogn 48(2):438\u2013446","journal-title":"Pattern Recogn"},{"key":"3937_CR39","doi-asserted-by":"publisher","unstructured":"Zhu X, Suk HI, Wang L, Lee SW, Shen D (2015) Alzheimers Disease Neuroimaging Initiative. A novel relational regularization feature selection method for joint regression and classification in ad diagnosis. Med Image Anal. doi: 10.1016\/j.media.2015.10.008","DOI":"10.1016\/j.media.2015.10.008"},{"key":"3937_CR40","doi-asserted-by":"publisher","unstructured":"Zhu X, Li X, Zhang S (2016a) Block-row sparse multiview multilabel learning for image classification. IEEE Trans Cybernetics 46(2):450\u2013461","DOI":"10.1109\/TCYB.2015.2403356"},{"key":"3937_CR41","doi-asserted-by":"publisher","unstructured":"Zhu X, Li X, Zhang S, Ju C, Wu X (2016) Robust joint graph sparse coding for unsupervised spectral feature selection. IEEE Transactions on Neural Networks and Learning Systems. doi: 10.1109\/TNNLS.2016.2521602","DOI":"10.1109\/TNNLS.2016.2521602"},{"key":"3937_CR42","doi-asserted-by":"publisher","unstructured":"Zhu X, Suk H, Lee S, Shen D (2016c) Subspace regularized sparse multitask learning for multiclass neurodegenerative disease identification. IEEE Trans Biomed Engineering 63(3):607\u2013618","DOI":"10.1109\/TBME.2015.2466616"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-016-3937-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3937-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3937-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,13]],"date-time":"2019-09-13T20:23:16Z","timestamp":1568406196000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-016-3937-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,9,20]]},"references-count":42,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2017,5]]}},"alternative-id":["3937"],"URL":"https:\/\/doi.org\/10.1007\/s11042-016-3937-6","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,9,20]]}}}