{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T04:17:48Z","timestamp":1743135468693,"version":"3.40.3"},"publisher-location":"Singapore","reference-count":22,"publisher":"Springer Singapore","isbn-type":[{"type":"print","value":"9789811073014"},{"type":"electronic","value":"9789811073021"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-981-10-7302-1_8","type":"book-chapter","created":{"date-parts":[[2017,11,29]],"date-time":"2017-11-29T16:38:37Z","timestamp":1511973517000},"page":"89-98","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Learning Shared and Specific Factors for\u00a0Multi-modal Data"],"prefix":"10.1007","author":[{"given":"Qiyue","family":"Yin","sequence":"first","affiliation":[]},{"given":"Yan","family":"Huang","sequence":"additional","affiliation":[]},{"given":"Shu","family":"Wu","sequence":"additional","affiliation":[]},{"given":"Liang","family":"Wang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,11,30]]},"reference":[{"key":"8_CR1","first-page":"2211","volume":"12","author":"M Gonen","year":"2011","unstructured":"Gonen, M., Alpaydin, E.: Multiple kernel learning algorithms. J. Mach. Learn. Res. 12, 2211\u20132268 (2011)","journal-title":"J. Mach. Learn. Res."},{"issue":"6","key":"8_CR2","doi-asserted-by":"publisher","first-page":"1005","DOI":"10.1109\/TPAMI.2007.1037","volume":"29","author":"T-K Kim","year":"2007","unstructured":"Kim, T.-K., Kittler, J., Cipolla, R.: Discriminative learning and recognition of image set classes using canonical correlations. IEEE Trans. Pattern Anal. Mach. Intell. 29(6), 1005\u20131018 (2007)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"8_CR3","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1007\/11752790_2","volume-title":"Subspace, Latent Structure and Feature Selection","author":"R Rosipal","year":"2006","unstructured":"Rosipal, R., Kr\u00e4mer, N.: Overview and recent advances in partial least squares. In: Saunders, C., Grobelnik, M., Gunn, S., Shawe-Taylor, J. (eds.) SLSFS 2005. LNCS, vol. 3940, pp. 34\u201351. Springer, Heidelberg (2006). https:\/\/doi.org\/10.1007\/11752790_2"},{"issue":"6","key":"8_CR4","doi-asserted-by":"publisher","first-page":"1247","DOI":"10.1162\/089976600300015349","volume":"12","author":"JB Tenenbaum","year":"2000","unstructured":"Tenenbaum, J.B., Freeman, W.T.: Separating style and content with bilinear models. Neural Comput. 12(6), 1247\u20131283 (2000)","journal-title":"Neural Comput."},{"key":"8_CR5","unstructured":"Andew, G., Arora, R., Bilmes, J., Livesu, K.: Deep canonical correlation analysis. In: International Conference on Machine Learning, pp. 1247\u20131255 (2013)"},{"issue":"11","key":"8_CR6","doi-asserted-by":"publisher","first-page":"1923","DOI":"10.1109\/TMM.2015.2476658","volume":"17","author":"Y Huang","year":"2015","unstructured":"Huang, Y., Wang, W., Wang, L.: Unconstrained multimodal multi-label learning. IEEE Trans. Multimedia 17(11), 1923\u20131935 (2015)","journal-title":"IEEE Trans. Multimedia"},{"key":"8_CR7","doi-asserted-by":"crossref","unstructured":"Feng, F., Wang, X., Li, R.: Cross-modal retrieval with correspondence autoencoder. In: ACM on Multimedia, pp. 7\u201316 (2014)","DOI":"10.1145\/2647868.2654902"},{"key":"8_CR8","doi-asserted-by":"crossref","unstructured":"Chang, S., Han, W., Tang, J., Qi, G.-J., Aggarwal, C.C., Huang, T.S.: Heterogeneous network embedding via deep architectures. In: ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 119\u2013128 (2015)","DOI":"10.1145\/2783258.2783296"},{"key":"8_CR9","unstructured":"Wang, W., Arora, R., Livescu, K., Bilmes, J.: On deep multi-view representation learning: objectives and optimization. In: arXiv (2016)"},{"key":"8_CR10","doi-asserted-by":"crossref","unstructured":"Cao, Y., Long, M., Wang, J., Liu, S.: Collective deep quantization for efficient cross-modal retrieval. In: AAAI Conference on Artificial Intelligence (2017)","DOI":"10.1609\/aaai.v31i1.11218"},{"key":"8_CR11","doi-asserted-by":"crossref","unstructured":"Yin, Q., Wu, S., Wang, L.: Unified subspace learning for incomplete and unlabeled multi-view data. Patern Recogn. (2017)","DOI":"10.1016\/j.patcog.2017.01.035"},{"key":"8_CR12","unstructured":"Kumar, A., Daume III, H.: A co-training approach for multi-view spectral clustering. In: International Conference on Machine Learning, pp. 393\u2013400 (2011)"},{"key":"8_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1007\/11744085_2","volume-title":"Computer Vision \u2013 ECCV 2006","author":"D Lin","year":"2006","unstructured":"Lin, D., Tang, X.: Inter-modality face recognition. In: Leonardis, A., Bischof, H., Pinz, A. (eds.) ECCV 2006. LNCS, vol. 3954, pp. 13\u201326. Springer, Heidelberg (2006). https:\/\/doi.org\/10.1007\/11744085_2"},{"key":"8_CR14","doi-asserted-by":"crossref","unstructured":"Sharma, A., Kumar, A., Daume III, H.: Generalized multiview analysis: a discriminative latent space. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 2160\u20132167 (2012)","DOI":"10.1109\/CVPR.2012.6247923"},{"key":"8_CR15","unstructured":"Ngiam, J., Khosla, A., Kim, M., Nam, J., Lee, H., Ng, A.Y.: Multimodal deep learning. In: International Conference on Machine Learning, pp. 689\u2013696 (2011)"},{"key":"8_CR16","unstructured":"Xu, K., Ba, J., Kiros, R., Cho, K., Courville, A.C., Salakhutdinov, R., Zemel, R.S., Bengio, Y.: Show, attend and tell: neural image caption generation with visual attention. In: International Conference on Machine Learning, pp. 2048\u20132057 (2015)"},{"key":"8_CR17","doi-asserted-by":"crossref","unstructured":"Nam, H., Ha, J.-W., Kim, J.: Dual attention networks for multimodal reasoning and matching. In: arXiv (2016)","DOI":"10.1109\/CVPR.2017.232"},{"key":"8_CR18","doi-asserted-by":"crossref","unstructured":"Huang, Y., Wang, W., Wang, L.: Instance-aware image and sentence matching with selective multimodal LSTM. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 2310\u20132318 (2017)","DOI":"10.1109\/CVPR.2017.767"},{"key":"8_CR19","first-page":"2949","volume":"15","author":"N Srivastava","year":"2014","unstructured":"Srivastava, N., Salakhutdinov, R.: Multimodal learning with deep boltzmann machines. J. Mach. Learn. Res. 15, 2949\u20132980 (2014)","journal-title":"J. Mach. Learn. Res."},{"key":"8_CR20","first-page":"993","volume":"3","author":"DM Blei","year":"2003","unstructured":"Blei, D.M., Ng, A.Y., Jordan, M.I.: Multimodal learning with deep boltzmann machines. J. Mach. Learn. Res. 3, 993\u20131022 (2003)","journal-title":"J. Mach. Learn. Res."},{"key":"8_CR21","doi-asserted-by":"crossref","unstructured":"Wang, K., He, R., Wang, W., Wang, L., Tan, T.: Learning coupled feature spaces for cross-modal matching. In: IEEE International Conference on Computer Vision, pp. 2088\u20132095 (2013)","DOI":"10.1109\/ICCV.2013.261"},{"key":"8_CR22","doi-asserted-by":"crossref","unstructured":"Rasiwasia, N., Pereira, J.C., Coviello, E., Doyle, G., Lanckriet, G.R.G., Levy, R., Vasconcelos, N.: A new approach to cross-modal multimedia retrieval. In: ACM Conference on Multimedia, pp. 251\u2013260 (2010)","DOI":"10.1145\/1873951.1873987"}],"container-title":["Communications in Computer and Information Science","Computer Vision"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-10-7302-1_8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T11:41:36Z","timestamp":1710330096000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-10-7302-1_8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9789811073014","9789811073021"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-981-10-7302-1_8","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"30 November 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"CCCV","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"CCF Chinese Conference on Computer Vision","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Tianjin","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11 October 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 October 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"cccv2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/ccf-cccv.org\/2017\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}