{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T20:10:47Z","timestamp":1778271047474,"version":"3.51.4"},"reference-count":45,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-017"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-012"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:00:00Z","timestamp":1785542400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-004"}],"funder":[{"DOI":"10.13039\/501100002855","name":"Ministry of Science and Technology of the People's Republic of China","doi-asserted-by":"publisher","award":["G2023152012L"],"award-info":[{"award-number":["G2023152012L"]}],"id":[{"id":"10.13039\/501100002855","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002338","name":"Ministry of Education of the People's Republic of China","doi-asserted-by":"publisher","award":["2022151"],"award-info":[{"award-number":["2022151"]}],"id":[{"id":"10.13039\/501100002338","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62173345"],"award-info":[{"award-number":["62173345"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2019YFA0708700"],"award-info":[{"award-number":["2019YFA0708700"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["22CX03002A"],"award-info":[{"award-number":["22CX03002A"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100013804","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100013804","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Information Sciences"],"published-print":{"date-parts":[[2026,8]]},"DOI":"10.1016\/j.ins.2026.123457","type":"journal-article","created":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T15:50:24Z","timestamp":1775145024000},"page":"123457","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["Multi-view consensus graph subspace clustering via embedding spatial information of features"],"prefix":"10.1016","volume":"746","author":[{"given":"Mingguang","family":"Shao","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zihan","family":"Yu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4316-932X","authenticated-orcid":false,"given":"Jian","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kai","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sergey","family":"Ablameyko","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"issue":"10","key":"10.1016\/j.ins.2026.123457_bib0005","doi-asserted-by":"crossref","first-page":"1863","DOI":"10.1109\/TKDE.2018.2872063","article-title":"A survey of multi-view representation learning","volume":"31","author":"Li","year":"2019","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"10.1016\/j.ins.2026.123457_bib0010","doi-asserted-by":"crossref","first-page":"638","DOI":"10.1016\/j.neunet.2023.02.016","article-title":"Nonconvex low-rank tensor approximation with graph and consistent regularizations for multi-view subspace learning","volume":"161","author":"Pan","year":"2023","journal-title":"Neural Netw."},{"key":"10.1016\/j.ins.2026.123457_bib0015","series-title":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","first-page":"8000","article-title":"Implicit neural multiple description for DNA-based data storage","author":"Le","year":"2024"},{"issue":"11","key":"10.1016\/j.ins.2026.123457_bib0020","doi-asserted-by":"crossref","first-page":"16614","DOI":"10.1109\/TITS.2024.3420409","article-title":"A multi-source fusion approach for driver fatigue detection using physiological signals and facial image","volume":"25","author":"Peng","year":"2024","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"10.1016\/j.ins.2026.123457_bib0025","series-title":"IJCAI","first-page":"1881","article-title":"Parameter-free auto-weighted multiple graph learning: a framework for multiview clustering and semi-supervised classification","volume":"vol. 9","author":"Nie","year":"2016"},{"key":"10.1016\/j.ins.2026.123457_bib0030","first-page":"849","article-title":"On spectral clustering: analysis and an algorithm","volume":"14","author":"Ng","year":"2001","journal-title":"Adv. Neural Inf. Process. Syst."},{"issue":"10","key":"10.1016\/j.ins.2026.123457_bib0035","doi-asserted-by":"crossref","first-page":"2887","DOI":"10.1109\/TCYB.2017.2751646","article-title":"Graph learning for multiview clustering","volume":"48","author":"Zhan","year":"2018","journal-title":"IEEE Trans. Cybern."},{"issue":"12","key":"10.1016\/j.ins.2026.123457_bib0040","doi-asserted-by":"crossref","first-page":"5869","DOI":"10.1109\/TKDE.2021.3068461","article-title":"Measuring diversity in graph learning: a unified framework for structured multi-view clustering","volume":"34","author":"Huang","year":"2022","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"10.1016\/j.ins.2026.123457_bib0045","series-title":"2008 IEEE Conference on Computer Vision and Pattern Recognition","first-page":"1","article-title":"Learning realistic human actions from movies","author":"Laptev","year":"2008"},{"issue":"8","key":"10.1016\/j.ins.2026.123457_bib0050","doi-asserted-by":"crossref","first-page":"7655","DOI":"10.1109\/TCYB.2020.3035043","article-title":"Multiview subspace clustering with grouping effect","volume":"52","author":"Chen","year":"2022","journal-title":"IEEE Trans. Cybern."},{"key":"10.1016\/j.ins.2026.123457_bib0055","series-title":"Proceedings of the 28th International Conference on Machine Learning (ICML-11)","first-page":"393","article-title":"A co-training approach for multi-view spectral clustering","author":"Kumar","year":"2011"},{"key":"10.1016\/j.ins.2026.123457_bib0060","first-page":"1413","article-title":"Co-regularized multi-view spectral clustering","volume":"24","author":"Kumar","year":"2011","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.ins.2026.123457_bib0065","series-title":"2016 IEEE 16th International Conference on Data Mining (ICDM)","first-page":"1245","article-title":"Multi-view clustering via concept factorization with local manifold regularization","author":"Wang","year":"2016"},{"issue":"6","key":"10.1016\/j.ins.2026.123457_bib0070","doi-asserted-by":"crossref","first-page":"1116","DOI":"10.1109\/TKDE.2019.2903810","article-title":"Gmc: graph-based multi-view clustering","volume":"32","author":"Wang","year":"2020","journal-title":"IEEE Trans. Knowl. Data Eng."},{"issue":"10","key":"10.1016\/j.ins.2026.123457_bib0075","doi-asserted-by":"crossref","first-page":"10987","DOI":"10.1007\/s10462-023-10440-4","article-title":"Direct multi-view spectral clustering with consistent kernelized graph and convolved nonnegative representation","volume":"56","author":"Dornaika","year":"2023","journal-title":"Artif. Intell. Rev."},{"key":"10.1016\/j.ins.2026.123457_bib0080","first-page":"25883","article-title":"Multi-view subspace clustering on topological manifold","volume":"35","author":"Huang","year":"2022","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"10.1016\/j.ins.2026.123457_bib0085","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2025.128007","article-title":"Cross representation subspace learning for multi-view clustering","volume":"286","author":"Jiang","year":"2025","journal-title":"Expert Syst. Appl."},{"key":"10.1016\/j.ins.2026.123457_bib0090","doi-asserted-by":"crossref","DOI":"10.1016\/j.knosys.2022.110141","article-title":"Facilitated low-rank multi-view subspace clustering","volume":"260","author":"Zhang","year":"2023","journal-title":"Knowl.-based Syst."},{"key":"10.1016\/j.ins.2026.123457_bib0095","doi-asserted-by":"crossref","DOI":"10.1016\/j.asoc.2026.114848","article-title":"Adaptive multi-view subspace clustering with dynamic prior update","volume":"193","author":"Gao","year":"2026","journal-title":"Appl. Soft Comput."},{"key":"10.1016\/j.ins.2026.123457_bib0100","doi-asserted-by":"crossref","first-page":"3650","DOI":"10.1109\/TMM.2025.3535402","article-title":"Asymptotics-aware multi-view subspace clustering","volume":"27","author":"Xu","year":"2025","journal-title":"IEEE Trans. Multimed."},{"issue":"9","key":"10.1016\/j.ins.2026.123457_bib0105","doi-asserted-by":"crossref","first-page":"12224","DOI":"10.1109\/TNNLS.2023.3253246","article-title":"Efficient and effective one-step multiview clustering","volume":"35","author":"Wang","year":"2024","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"issue":"5","key":"10.1016\/j.ins.2026.123457_bib0110","doi-asserted-by":"crossref","first-page":"669","DOI":"10.1016\/j.artint.2008.11.012","article-title":"Task decomposition on abstract states, for planning under nondeterminism","volume":"173","author":"Kuter","year":"2009","journal-title":"Artif. Intell."},{"key":"10.1016\/j.ins.2026.123457_bib0115","doi-asserted-by":"crossref","first-page":"556","DOI":"10.1109\/TIP.2021.3131941","article-title":"Fast parameter-free multi-view subspace clustering with consensus anchor guidance","volume":"31","author":"Wang","year":"2022","journal-title":"IEEE Trans. Image Process."},{"issue":"11","key":"10.1016\/j.ins.2026.123457_bib0120","doi-asserted-by":"crossref","first-page":"2765","DOI":"10.1109\/TPAMI.2013.57","article-title":"Sparse subspace clustering: algorithm, theory, and applications","volume":"35","author":"Elhamifar","year":"2013","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"10.1016\/j.ins.2026.123457_bib0125","doi-asserted-by":"crossref","DOI":"10.1016\/j.inffus.2024.102225","article-title":"Anchor-based multi-view subspace clustering with hierarchical feature descent","volume":"106","author":"Ou","year":"2024","journal-title":"Inf. Fusion"},{"key":"10.1016\/j.ins.2026.123457_bib0130","series-title":"2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)","first-page":"4333","article-title":"Latent multi-view subspace clustering","author":"Zhang","year":"2017"},{"key":"10.1016\/j.ins.2026.123457_bib0135","series-title":"AAAI Conference on Artificial Intelligence","first-page":"4333","article-title":"Multi-view clustering on topological manifold","volume":"vol. 36","author":"Huang","year":"2022"},{"key":"10.1016\/j.ins.2026.123457_bib0140","doi-asserted-by":"crossref","DOI":"10.1016\/j.neucom.2024.127742","article-title":"Consensus multi-view subspace clustering based on graph filtering","volume":"591","author":"Chen","year":"2024","journal-title":"Neurocomputing"},{"key":"10.1016\/j.ins.2026.123457_bib0145","doi-asserted-by":"crossref","first-page":"572","DOI":"10.1016\/j.ins.2023.01.071","article-title":"Dbo-net: differentiable bi-level optimization network for multi-view clustering","volume":"626","author":"Fang","year":"2023","journal-title":"Inf. Sci."},{"key":"10.1016\/j.ins.2026.123457_bib0150","series-title":"Spectral Graph Theory","volume":"vol. 92","author":"Chung","year":"1997"},{"issue":"11","key":"10.1016\/j.ins.2026.123457_bib0155","doi-asserted-by":"crossref","first-page":"652","DOI":"10.1073\/pnas.35.11.652","article-title":"On a theorem of weyl concerning eigenvalues of linear transformations i","volume":"35","author":"Fan","year":"1949","journal-title":"Proc. Natl. Acad. Sci."},{"issue":"2","key":"10.1016\/j.ins.2026.123457_bib0160","doi-asserted-by":"crossref","DOI":"10.3390\/math13020318","article-title":"A robust hermitian and skew-hermitian based multiplicative splitting iterative method for the continuous sylvester equation","volume":"13","author":"Khorsand Zak","year":"2025","journal-title":"Mathematics"},{"issue":"9","key":"10.1016\/j.ins.2026.123457_bib0165","doi-asserted-by":"crossref","first-page":"820","DOI":"10.1145\/361573.361582","article-title":"Algorithm 432 [c2]: solution of the matrix equation ax+ xb= c [f4]","volume":"15","author":"Bartels","year":"1972","journal-title":"Commun. ACM"},{"issue":"10","key":"10.1016\/j.ins.2026.123457_bib0170","doi-asserted-by":"crossref","first-page":"4833","DOI":"10.1109\/TNNLS.2017.2777489","article-title":"Multiview spectral clustering via structured low-rank matrix factorization","volume":"29","author":"Wang","year":"2018","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"key":"10.1016\/j.ins.2026.123457_bib0175","doi-asserted-by":"crossref","DOI":"10.1016\/j.neucom.2026.133281","article-title":"Multi-view clustering via diversity consensus graph infusion","volume":"680","author":"Shao","year":"2026","journal-title":"Neurocomputing"},{"key":"10.1016\/j.ins.2026.123457_bib0180","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1109\/TIP.2023.3340609","article-title":"Efficient multi-view -means for image clustering","volume":"33","author":"Lu","year":"2024","journal-title":"IEEE Trans. Image Process."},{"key":"10.1016\/j.ins.2026.123457_bib0185","series-title":"Proceedings of the AAAI Conference on Artificial Intelligence","article-title":"Weighted multi-view spectral clustering based on spectral perturbation","volume":"vol. 32","author":"Zong","year":"2018"},{"issue":"3","key":"10.1016\/j.ins.2026.123457_bib0190","doi-asserted-by":"crossref","first-page":"1261","DOI":"10.1109\/TIP.2018.2877335","article-title":"Multiview consensus graph clustering","volume":"28","author":"Zhan","year":"2019","journal-title":"IEEE Trans. Image Process."},{"issue":"3","key":"10.1016\/j.ins.2026.123457_bib0195","doi-asserted-by":"crossref","first-page":"755","DOI":"10.1109\/TFUZZ.2023.3306639","article-title":"Multiview fuzzy clustering based on anchor graph","volume":"32","author":"Yu","year":"2024","journal-title":"IEEE Trans. Fuzzy Syst."},{"key":"10.1016\/j.ins.2026.123457_bib0200","doi-asserted-by":"crossref","DOI":"10.1016\/j.ins.2024.120480","article-title":"Landmark-based k-factorization multi-view subspace clustering","volume":"667","author":"Fang","year":"2024","journal-title":"Inf. Sci."},{"key":"10.1016\/j.ins.2026.123457_bib0205","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1007\/s11263-009-0252-y","article-title":"Foreground focus: unsupervised learning from partially matching images","volume":"85","author":"Lee","year":"2009","journal-title":"Int. J. Comput. Vis."},{"issue":"4","key":"10.1016\/j.ins.2026.123457_bib0210","doi-asserted-by":"crossref","DOI":"10.1016\/j.ipm.2022.102967","article-title":"Contrastive and attentive graph learning for multi-view clustering","volume":"59","author":"Wang","year":"2022","journal-title":"Inf. Process. Manag."},{"issue":"2","key":"10.1016\/j.ins.2026.123457_bib0215","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1111\/j.1469-1809.1936.tb02137.x","article-title":"The use of multiple measurements in taxonomic problems","volume":"7","author":"Fisher","year":"1936","journal-title":"Ann. Eugen."},{"issue":"1","key":"10.1016\/j.ins.2026.123457_bib0220","first-page":"37","article-title":"Evaluation: from precision, recall and f-measure to ROC, informedness, markedness correlation","volume":"2","author":"Powers","year":"2011","journal-title":"J. Mach. Learn. Technol."},{"issue":"336","key":"10.1016\/j.ins.2026.123457_bib0225","doi-asserted-by":"crossref","first-page":"846","DOI":"10.1080\/01621459.1971.10482356","article-title":"Objective criteria for the evaluation of clustering methods","volume":"66","author":"Rand","year":"1971","journal-title":"J. Am. Stat. Assoc."}],"container-title":["Information Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0020025526003889?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0020025526003889?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T19:10:31Z","timestamp":1778267431000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0020025526003889"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8]]},"references-count":45,"alternative-id":["S0020025526003889"],"URL":"https:\/\/doi.org\/10.1016\/j.ins.2026.123457","relation":{},"ISSN":["0020-0255"],"issn-type":[{"value":"0020-0255","type":"print"}],"subject":[],"published":{"date-parts":[[2026,8]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Multi-view consensus graph subspace clustering via embedding spatial information of features","name":"articletitle","label":"Article Title"},{"value":"Information Sciences","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.ins.2026.123457","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 Elsevier Inc. All rights are reserved, including those for text and data mining, AI training, and similar technologies.","name":"copyright","label":"Copyright"}],"article-number":"123457"}}