{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,13]],"date-time":"2025-11-13T18:16:34Z","timestamp":1763057794720,"version":"3.40.4"},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2014,5,23]],"date-time":"2014-05-23T00:00:00Z","timestamp":1400803200000},"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":["Multimedia Systems"],"published-print":{"date-parts":[[2015,3]]},"DOI":"10.1007\/s00530-014-0389-6","type":"journal-article","created":{"date-parts":[[2014,5,22]],"date-time":"2014-05-22T07:37:50Z","timestamp":1400744270000},"page":"147-157","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Large-margin multi-view Gaussian process"],"prefix":"10.1007","volume":"21","author":[{"given":"Chang","family":"Xu","sequence":"first","affiliation":[]},{"given":"Dacheng","family":"Tao","sequence":"additional","affiliation":[]},{"given":"Yangxi","family":"Li","sequence":"additional","affiliation":[]},{"given":"Chao","family":"Xu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2014,5,23]]},"reference":[{"key":"389_CR1","unstructured":"Akaho, S.: A kernel method for canonical correlation analysis. In: IMPS\u20192001, (2001)"},{"key":"389_CR2","unstructured":"Bach, F.R., Lanckriet, G.R.G., Jordan, M.I.: Multiple kernel learning, conic duality, and the smo algorithm. In: ICML\u20192004, (2004)"},{"key":"389_CR3","volume-title":"Pattern Recognition and Machine Learning","author":"CM Bishop","year":"2006","unstructured":"Bishop, C.M., et al.: Pattern Recognition and Machine Learning, vol. 1. Springer, New York (2006)"},{"key":"389_CR4","doi-asserted-by":"crossref","unstructured":"Blum, A., Mitchell, T.: Combining labeled and unlabeled data with co-training. In: COLT\u20191998, (1998)","DOI":"10.1145\/279943.279962"},{"key":"389_CR5","unstructured":"Chapelle, O., Weston, J., Sch\u00f6lkopf, B.: Cluster kernels for semi-supervised, learning. In: NIPS\u20192002, (2002)"},{"key":"389_CR6","doi-asserted-by":"crossref","unstructured":"Chaudhuri, K., Kakade, S.M., Livescu, K., Sridharan, K.: Multi-view clustering via canonical correlation analysis. In: ICML\u20192009, (2009)","DOI":"10.1145\/1553374.1553391"},{"key":"389_CR7","unstructured":"Chen, N., Zhu, J., Xing, E.P.: Predictive subspace learning for multi-view data: a large margin approach. In: NIPS\u20192010, (2010)"},{"issue":"12","key":"389_CR8","doi-asserted-by":"crossref","first-page":"2365","DOI":"10.1109\/TPAMI.2012.64","volume":"34","author":"Ning Chen","year":"2012","unstructured":"Chen, Ning, Zhu, Jun, Sun, Fuchun: Large-margin predictive latent subspace learning for multiview data analysis. IEEE. Trans. Pattern Anal. Mach. Intell. 34(12), 2365\u20132378 (2012)","journal-title":"IEEE. Trans. Pattern Anal. Mach. Intell."},{"key":"389_CR9","unstructured":"Christoudias, C.M., Urtasun, R., Darrell, T.: Multi-view learning in the presence of view disagreement"},{"key":"389_CR10","unstructured":"Diethe, T., Hardoon, D.R., Shawe-Taylor, J.: Multiview fisher discriminant analysis. In: NIPS workshop on learning from multiple sources (2008)"},{"key":"389_CR11","doi-asserted-by":"crossref","unstructured":"Guillaumin, M., Verbeek, J., Schmid, C.: Multimodal semi-supervised learning for image classification. In: CVPR\u20192010, (2010)","DOI":"10.1109\/CVPR.2010.5540120"},{"key":"389_CR12","unstructured":"Jia, Y., Salzmann, M., Darrell, T.: Factorized latent spaces with structured sparsity. In: NIPS\u20192010, (2010)"},{"key":"389_CR13","doi-asserted-by":"crossref","unstructured":"Kakade, S.M., Foster, D.P.: Multi-view regression via canonical correlation analysis. In: Learning Theory, pp. 82\u201396. Springer (2007)","DOI":"10.1007\/978-3-540-72927-3_8"},{"key":"389_CR14","unstructured":"Lanckriet, G.R.G., Cristianini, N., El Ghaoui, L., Bartlett, P., Jordan, M.I.: Learning the kernel matrix with semi-definite programming. Computer (2002)"},{"key":"389_CR15","unstructured":"Lawrence, D.N.: Gaussian process models for visualisation of high dimensional data (2004)"},{"key":"389_CR16","doi-asserted-by":"crossref","unstructured":"Lawrence, N.D., Qui\u00f1onero-Candela, J.: Local distance preservation in the gp-lvm through back constraints. In: ICML\u20192006, (2006)","DOI":"10.1145\/1143844.1143909"},{"issue":"709\u2014-722","key":"389_CR17","first-page":"2676","volume":"24","author":"Y Luo","year":"2013","unstructured":"Luo, Y., Tao, D., Xu, C., Liu, H., Wen, Y.: Multiview vector-valued manifold regularization for multilabel image classification. IEEE Trans. Neural Netw. Learn. Syst. 24(709\u2014-722), 2676\u20132687 (2013)","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"key":"389_CR18","doi-asserted-by":"crossref","unstructured":"Memisevic, R.: Kernel information embeddings. In: ICML\u20192006, (2006)","DOI":"10.1145\/1143844.1143924"},{"issue":"4","key":"389_CR19","doi-asserted-by":"crossref","first-page":"778","DOI":"10.1109\/TPAMI.2011.154","volume":"34","author":"Roland Memisevic","year":"2012","unstructured":"Memisevic, Roland, Sigal, Leonid, Fleet, David J.: Shared kernel information embedding for discriminative inference. IEEE. Trans. Pattern Anal. Mach. Intell. 34(4), 778\u2013790 (2012)","journal-title":"IEEE. Trans. Pattern Anal. Mach. Intell."},{"issue":"4","key":"389_CR20","doi-asserted-by":"crossref","first-page":"525","DOI":"10.1016\/S0893-6080(05)80056-5","volume":"6","author":"Martin Fodslette M\u00f8ller","year":"1993","unstructured":"M\u00f8ller, Martin Fodslette: A scaled conjugate gradient algorithm for fast supervised learning. Neural Netw. 6(4), 525\u2013533 (1993)","journal-title":"Neural Netw."},{"key":"389_CR21","doi-asserted-by":"crossref","unstructured":"Nigam, K., Ghani, R.: Analyzing the effectiveness and applicability of co-training. In: CIKM\u20192000, (2000)","DOI":"10.1145\/354756.354805"},{"key":"389_CR22","first-page":"2491","volume":"9","author":"A Rakotomamonjy","year":"2008","unstructured":"Rakotomamonjy, A., Bach, F., Canu, S., Grandvalet, Y.: Simplemkl. J. Mach. Learn. Res. 9, 2491\u20132521 (2008)","journal-title":"J. Mach. Learn. Res."},{"key":"389_CR23","doi-asserted-by":"crossref","unstructured":"Rasmussen, C.E. Gaussian processes for machine learning (2006)","DOI":"10.7551\/mitpress\/3206.001.0001"},{"key":"389_CR24","first-page":"1233","volume":"18","author":"AP Shon","year":"2006","unstructured":"Shon, A.P., Grochow, K., Hertzmann, A., Rao, R.P.: Learning shared latent structure for image synthesis and robotic imitation. Adv. Neural Inf. Process. Syst. 18, 1233 (2006)","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"389_CR25","doi-asserted-by":"crossref","unstructured":"Sigal, L., Memisevic, R., Fleet, D.J.: Shared kernel information embedding for discriminative inference. In: CVPR\u20192009, (2009)","DOI":"10.1109\/CVPR.2009.5206576"},{"key":"389_CR26","unstructured":"Sindhwani, V., Niyogi, P., Belkin, M.: A co-regularization approach to semi-supervised learning with multiple views. In: ICML Workshop on Learning with Multiple Views (2005)"},{"key":"389_CR27","first-page":"1531","volume":"7","author":"S\u00f6ren Sonnenburg","year":"2006","unstructured":"Sonnenburg, S\u00f6ren, R\u00e4tsch, Gunnar, Sch\u00e4fer, Christin, Sch\u00f6lkopf, Bernhard: Large scale multiple kernel learning. J. Mach. Learn. Res. 7, 1531\u20131565 (2006)","journal-title":"J. Mach. Learn. Res."},{"issue":"7","key":"389_CR28","first-page":"2676","volume":"22","author":"D Tao","year":"2013","unstructured":"Tao, D., Liu, W.: Multiview hessian regularization for image annotation. IEEE Trans. Syst. Man Cybern. Part B. Cybern. 22(7), 2676\u20132687 (2013)","journal-title":"IEEE Trans. Syst. Man Cybern. Part B. Cybern."},{"key":"389_CR29","doi-asserted-by":"crossref","unstructured":"Tao, D., Wang, X., Bian, W.: Grassmannian regularized structured multi-view embedding for image classification. IEEE Trans. Image Process. (7):2646\u20132660","DOI":"10.1109\/TIP.2013.2255300"},{"issue":"3","key":"389_CR30","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1561\/0600000017","volume":"3","author":"Tinne Tuytelaars","year":"2008","unstructured":"Tuytelaars, Tinne, Mikolajczyk, Krystian: Local invariant feature detectors: a survey. Found. Trends Comput. Graph. Vis. 3(3), 177\u2013280 (2008)","journal-title":"Found. Trends Comput. Graph. Vis."},{"key":"389_CR31","doi-asserted-by":"crossref","unstructured":"Urtasun, R., Darrell, T.: Discriminative gaussian process latent variable model for classification. In: ICML\u20192007, (2007)","DOI":"10.1145\/1273496.1273613"},{"issue":"5","key":"389_CR32","doi-asserted-by":"crossref","first-page":"733","DOI":"10.1109\/TCSVT.2009.2017400","volume":"19","author":"Meng Wang","year":"2009","unstructured":"Wang, Meng, Hua, Xian-Sheng, Hong, Richang, Tang, Jinhui, Qi, Guo-Jun, Song, Yan: Unified video annotation via multigraph learning. IEEE. Trans. Circuits Syst. Video Technol. 19(5), 733\u2013746 (2009)","journal-title":"IEEE. Trans. Circuits Syst. Video Technol."},{"issue":"4","key":"389_CR33","first-page":"25","volume":"44","author":"Meng Wang","year":"2012","unstructured":"Wang, Meng, Ni, Bingbing, Hua, Xian-Sheng, Chua, Tat-Seng: Assistive tagging: a survey of multimedia tagging with human-computer joint exploration. ACM Comput. Surv. (CSUR) 44(4), 25 (2012)","journal-title":"ACM Comput. Surv. (CSUR)"},{"issue":"4","key":"389_CR34","doi-asserted-by":"crossref","first-page":"1395","DOI":"10.1109\/TIP.2012.2231088","volume":"22","author":"M Wang","year":"2013","unstructured":"Wang, M., Gao, Y., Lu, K., Rui, Y.: View-based discriminative probabilistic modeling for 3d object retrieval and recognition. IEEE Trans. Image Process. 22(4), 1395\u20131407 (2013)","journal-title":"IEEE Trans. Image Process."},{"key":"389_CR35","unstructured":"Xu, C., Tao, D., Xu, C.: Large-margin multi-view information bottleneck. IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"389_CR36","doi-asserted-by":"crossref","unstructured":"Xu, C., Tao, D., Li, Y., Xu, C.: Large-margin multi-view gaussian process for image classification. In: ICIMCS\u2019 2013, (2013a)","DOI":"10.1145\/2499788.2499816"},{"key":"389_CR37","unstructured":"Xu, C., Tao, D., Xu, C.: A survey on multi-view learning. arXiv, preprint arXiv:1304.5634 , (2013b)"},{"key":"389_CR38","unstructured":"Yu, J., Liu, D., Tao, D., Seah, HS.: On combining multiple features for cartoon character retrieval and clip synthesis. IEEE Trans. Syst. Man Cybern. Part B Cybern, (2012a)"},{"key":"389_CR39","doi-asserted-by":"crossref","DOI":"10.1002\/9781118559963","volume-title":"Modern Machine Learning Techniques and Their Applications in Cartoon Animation Research","author":"J Yu","year":"2013","unstructured":"Yu, J., Tao, D.: Modern Machine Learning Techniques and Their Applications in Cartoon Animation Research, vol. 1. Wiley, New York (2013)"},{"key":"389_CR40","doi-asserted-by":"crossref","unstructured":"Yu, J., Tao, D., Rui, Y., Cheng, J.: Pairwise constraints based multiview features fusion for scene classification. Pattern Recogn. (2012b)","DOI":"10.1016\/j.patcog.2012.08.006"},{"key":"389_CR41","doi-asserted-by":"crossref","first-page":"4636","DOI":"10.1109\/TIP.2012.2207395","volume":"1","author":"Yu Jun","year":"2012","unstructured":"Jun, Yu., Wang, Meng, Tao, Dacheng: Semi-supervised multiview distance metric learning for cartoon synthesis. IEEE Trans. Image Process. 1, 4636\u20134648 (2012c)","journal-title":"IEEE Trans. Image Process."},{"key":"389_CR42","unstructured":"Jun, Y., Rui, Y., Chen, B.: Exploiting click constraints and multi-view features for image re-ranking. IEEE Trans, Multimedia (2013)"},{"key":"389_CR43","unstructured":"Zha, Z.-J., Hua, X.-S., Mei, T., Wang, J., Qi, G.-J., Wang, Z.: Joint multi-label multi-instance learning for image classification. In: CVPR\u20192008, (2008)"},{"key":"389_CR44","doi-asserted-by":"crossref","unstructured":"Zha, Z.-J., Yang, L., Mei, T., Wang, M., Wang, Z.: Visual query suggestion. In: MM\u20192009, (2009)","DOI":"10.1145\/1631272.1631278"},{"issue":"3","key":"389_CR45","first-page":"13","volume":"6","author":"Z-J Zha","year":"2010","unstructured":"Zha, Z.-J., Yang, L., Mei, T., Wang, M., Wang, Z., Chua, T.-S., Hua, X.-S.: Visual query suggestion: Towards capturing user intent in internet image search. ACM Trans. Multimedia Comput. Commun. Appl. 6(3), 13 (2010)","journal-title":"ACM Trans. Multimedia Comput. Commun. Appl."},{"issue":"1","key":"389_CR46","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1109\/TMM.2011.2174782","volume":"14","author":"Zheng-Jun Zha","year":"2012","unstructured":"Zha, Zheng-Jun, Wang, Meng, Zheng, Yan-Tao, Yang, Yi, Hong, Richang, Chua, Tat-Seng: Interactive video indexing with statistical active learning. IEEE Trans. Multimedia 14(1), 17\u201327 (2012)","journal-title":"IEEE Trans. Multimedia"}],"container-title":["Multimedia Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00530-014-0389-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00530-014-0389-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00530-014-0389-6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,3]],"date-time":"2025-05-03T00:36:13Z","timestamp":1746232573000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00530-014-0389-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,5,23]]},"references-count":46,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2015,3]]}},"alternative-id":["389"],"URL":"https:\/\/doi.org\/10.1007\/s00530-014-0389-6","relation":{},"ISSN":["0942-4962","1432-1882"],"issn-type":[{"type":"print","value":"0942-4962"},{"type":"electronic","value":"1432-1882"}],"subject":[],"published":{"date-parts":[[2014,5,23]]}}}