{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,19]],"date-time":"2025-09-19T09:20:22Z","timestamp":1758273622145},"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>Inspired by low rank representation and sparse subspace clustering acquiring success, ones attempt to simultaneously perform low rank and sparse constraints on the affinity matrix to improve the performance. However, it is just a trade-off between these two constraints. In this paper, we propose a novel Cascaded Low Rank and Sparse Representation (CLRSR) method for subspace clustering, which seeks the sparse expression on the former learned low rank latent representation. To make our proposed method suitable to multi-dimension or imageset data, we extend CLRSR onto Grassmann manifolds.\u00a0An effective solution and its convergence analysis are also provided.\u00a0The excellent experimental results demonstrate the proposed method is more robust than other state-of-the-art clustering methods on imageset data.<\/jats:p>","DOI":"10.24963\/ijcai.2018\/382","type":"proceedings-article","created":{"date-parts":[[2018,7,5]],"date-time":"2018-07-05T01:49:10Z","timestamp":1530755350000},"page":"2755-2761","source":"Crossref","is-referenced-by-count":8,"title":["Cascaded Low Rank and Sparse Representation on Grassmann Manifolds"],"prefix":"10.24963","author":[{"given":"Boyue","family":"Wang","sequence":"first","affiliation":[{"name":"Beijing Key Laboratory of Multimedia and Intelligent Software Technology, China"},{"name":"Faculty of Information Technology, Beijing University of Technology, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yongli","family":"Hu","sequence":"additional","affiliation":[{"name":"Beijing Advanced Innovation Center for Future Internet Technology, China"},{"name":"Beijing Key Laboratory of Multimedia and Intelligent Software Technology, China"},{"name":"Faculty of Information Technology, Beijing University of Technology, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junbin","family":"Gao","sequence":"additional","affiliation":[{"name":"The University of Sydney Business School, University of Sydney, NSW 2006, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanfeng","family":"Sun","sequence":"additional","affiliation":[{"name":"Beijing Advanced Innovation Center for Future Internet Technology, China"},{"name":"Beijing Key Laboratory of Multimedia and Intelligent Software Technology, China"},{"name":"Faculty of Information Technology, Beijing University of Technology, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Baocai","family":"Yin","sequence":"additional","affiliation":[{"name":"Faculty of Electronic Information and Electrical Engineering, Dalian University of Technology, China"},{"name":"Beijing Advanced Innovation Center for Future Internet Technology, China"},{"name":"Beijing Key Laboratory of Multimedia and Intelligent Software Technology, China"},{"name":"Faculty of Information Technology, Beijing University of Technology, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10584","event":{"number":"27","sponsor":["International Joint Conferences on Artificial Intelligence Organization (IJCAI)"],"acronym":"IJCAI-2018","name":"Twenty-Seventh International Joint Conference on Artificial Intelligence {IJCAI-18}","start":{"date-parts":[[2018,7,13]]},"theme":"Artificial Intelligence","location":"Stockholm, Sweden","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":"2018-07-05T01:52:13Z","timestamp":1530755533000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ijcai.org\/proceedings\/2018\/382"}},"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\/382","relation":{},"subject":[],"published":{"date-parts":[[2018,7]]}}}