{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,11]],"date-time":"2026-01-11T01:35:15Z","timestamp":1768095315396,"version":"3.49.0"},"publisher-location":"California","reference-count":0,"publisher":"International Joint Conferences on Artificial Intelligence Organization","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,7]]},"abstract":"<jats:p>Multi-view data is common in real-world datasets, where different views describe distinct perspectives. To better summarize the consistent and complementary information in multi-view data, researchers have proposed various multi-view representation learning algorithms, typically based on factorization models. However, most previous methods were focused on shallow factorization models which cannot capture the complex hierarchical information. Although a deep multi-view factorization model has been proposed recently, it fails to explicitly discern consistent and complementary information in multi-view data and does not consider conceptual labels. In this work we present a semi-supervised deep multi-view factorization method, named Deep Multi-view Concept Learning (DMCL). DMCL performs nonnegative factorization of the data hierarchically, and tries to capture semantic structures and explicitly model consistent and complementary information in multi-view data at the highest abstraction level. We develop a block coordinate descent algorithm for DMCL. Experiments conducted on image and document datasets show that DMCL performs well and outperforms baseline methods.<\/jats:p>","DOI":"10.24963\/ijcai.2018\/402","type":"proceedings-article","created":{"date-parts":[[2018,7,5]],"date-time":"2018-07-05T01:49:10Z","timestamp":1530755350000},"page":"2898-2904","source":"Crossref","is-referenced-by-count":29,"title":["Deep Multi-View Concept Learning"],"prefix":"10.24963","author":[{"given":"Cai","family":"Xu","sequence":"first","affiliation":[{"name":"State Key Lab of ISN, School of Computer Science and Technology, Xidian University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ziyu","family":"Guan","sequence":"additional","affiliation":[{"name":"State Key Lab of ISN, School of Computer Science and Technology, Xidian University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Zhao","sequence":"additional","affiliation":[{"name":"State Key Lab of ISN, School of Computer Science and Technology, Xidian University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yunfei","family":"Niu","sequence":"additional","affiliation":[{"name":"State Key Lab of ISN, School of Computer Science and Technology, Xidian University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Quan","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Xidian University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhiheng","family":"Wang","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, Henan Polytechnic University"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10584","event":{"name":"Twenty-Seventh International Joint Conference on Artificial Intelligence {IJCAI-18}","theme":"Artificial Intelligence","location":"Stockholm, Sweden","acronym":"IJCAI-2018","number":"27","sponsor":["International Joint Conferences on Artificial Intelligence Organization (IJCAI)"],"start":{"date-parts":[[2018,7,13]]},"end":{"date-parts":[[2018,7,19]]}},"container-title":["Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence"],"original-title":[],"deposited":{"date-parts":[[2018,7,5]],"date-time":"2018-07-05T01:52:25Z","timestamp":1530755545000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ijcai.org\/proceedings\/2018\/402"}},"subtitle":[],"proceedings-subject":"Artificial Intelligence Research Articles","short-title":[],"issued":{"date-parts":[[2018,7]]},"references-count":0,"URL":"https:\/\/doi.org\/10.24963\/ijcai.2018\/402","relation":{},"subject":[],"published":{"date-parts":[[2018,7]]}}}