FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3091857251> ?p ?o ?g. }

• W3091857251 endingPage "5060" @default.
• W3091857251 startingPage "5047" @default.
• W3091857251 abstract "Multiview subspace clustering has attracted an increasing amount of attention in recent years. However, most of the existing multiview subspace clustering methods assume linear relations between multiview data points when learning the affinity representation by means of the self-expression or fail to preserve the locality property of the original feature space in the learned affinity representation. To address the above issues, in this article, we propose a new multiview subspace clustering method termed smoothness regularized multiview subspace clustering with kernel learning (SMSCK). To capture the nonlinear relations between multiview data points, the proposed model maps the concatenated multiview observations into a high-dimensional kernel space, in which the linear relations reflect the nonlinear relations between multiview data points in the original space. In addition, to explicitly preserve the locality property of the original feature space in the learned affinity representation, the smoothness regularization is deployed in the subspace learning in the kernel space. Theoretical analysis has been provided to ensure that the optimal solution of the proposed model meets the grouping effect. The unique optimal solution of the proposed model can be obtained by an optimization strategy and the theoretical convergence analysis is also conducted. Extensive experiments are conducted on both image and document data sets, and the comparison results with state-of-the-art methods demonstrate the effectiveness of our method." @default.
• W3091857251 created "2020-10-15" @default.
• W3091857251 creator A5034685928 @default.
• W3091857251 creator A5036357902 @default.
• W3091857251 creator A5076335744 @default.
• W3091857251 creator A5082878554 @default.
• W3091857251 creator A5085334876 @default.
• W3091857251 date "2021-11-01" @default.
• W3091857251 modified "2023-10-18" @default.
• W3091857251 title "Smoothness Regularized Multiview Subspace Clustering With Kernel Learning" @default.
• W3091857251 cites W1600471557 @default.
• W3091857251 cites W1907775068 @default.
• W3091857251 cites W1997201895 @default.
• W3091857251 cites W2003217181 @default.
• W3091857251 cites W2035299679 @default.
• W3091857251 cites W2039944676 @default.
• W3091857251 cites W2040566538 @default.
• W3091857251 cites W2088025572 @default.
• W3091857251 cites W2088748973 @default.
• W3091857251 cites W2113333558 @default.
• W3091857251 cites W2121947440 @default.
• W3091857251 cites W2142109962 @default.
• W3091857251 cites W2165232124 @default.
• W3091857251 cites W2169529055 @default.
• W3091857251 cites W2197707282 @default.
• W3091857251 cites W2199534117 @default.
• W3091857251 cites W2210977594 @default.
• W3091857251 cites W2301166038 @default.
• W3091857251 cites W2344457357 @default.
• W3091857251 cites W2413640221 @default.
• W3091857251 cites W2518130590 @default.
• W3091857251 cites W2565835729 @default.
• W3091857251 cites W2595272553 @default.
• W3091857251 cites W2606011186 @default.
• W3091857251 cites W2624012833 @default.
• W3091857251 cites W2737186053 @default.
• W3091857251 cites W2741998188 @default.
• W3091857251 cites W2805867381 @default.
• W3091857251 cites W2809034148 @default.
• W3091857251 cites W2884277568 @default.
• W3091857251 cites W2891953767 @default.
• W3091857251 cites W2893830906 @default.
• W3091857251 cites W2895618192 @default.
• W3091857251 cites W2898233200 @default.
• W3091857251 cites W2899604627 @default.
• W3091857251 cites W2904551296 @default.
• W3091857251 cites W2910861656 @default.
• W3091857251 cites W2921065608 @default.
• W3091857251 cites W2940980350 @default.
• W3091857251 cites W2943996654 @default.
• W3091857251 cites W2944111873 @default.
• W3091857251 cites W2945288617 @default.
• W3091857251 cites W2949854741 @default.
• W3091857251 cites W2951897416 @default.
• W3091857251 cites W2965174731 @default.
• W3091857251 cites W2970354123 @default.
• W3091857251 cites W2981305139 @default.
• W3091857251 cites W2982595487 @default.
• W3091857251 cites W2989816365 @default.
• W3091857251 cites W3010318487 @default.
• W3091857251 cites W3015899030 @default.
• W3091857251 cites W4244030505 @default.
• W3091857251 doi "https://doi.org/10.1109/tnnls.2020.3026686" @default.
• W3091857251 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33027007" @default.
• W3091857251 hasPublicationYear "2021" @default.
• W3091857251 type Work @default.
• W3091857251 sameAs 3091857251 @default.
• W3091857251 citedByCount "11" @default.
• W3091857251 countsByYear W30918572512021 @default.
• W3091857251 countsByYear W30918572512022 @default.
• W3091857251 countsByYear W30918572512023 @default.
• W3091857251 crossrefType "journal-article" @default.
• W3091857251 hasAuthorship W3091857251A5034685928 @default.
• W3091857251 hasAuthorship W3091857251A5036357902 @default.
• W3091857251 hasAuthorship W3091857251A5076335744 @default.
• W3091857251 hasAuthorship W3091857251A5082878554 @default.
• W3091857251 hasAuthorship W3091857251A5085334876 @default.
• W3091857251 hasConcept C102634674 @default.
• W3091857251 hasConcept C114614502 @default.
• W3091857251 hasConcept C122280245 @default.
• W3091857251 hasConcept C12267149 @default.
• W3091857251 hasConcept C134306372 @default.
• W3091857251 hasConcept C138885662 @default.
• W3091857251 hasConcept C153180895 @default.
• W3091857251 hasConcept C154945302 @default.
• W3091857251 hasConcept C17744445 @default.
• W3091857251 hasConcept C199539241 @default.
• W3091857251 hasConcept C21080849 @default.
• W3091857251 hasConcept C2776135515 @default.
• W3091857251 hasConcept C2776359362 @default.
• W3091857251 hasConcept C2776401178 @default.
• W3091857251 hasConcept C2779808786 @default.
• W3091857251 hasConcept C32834561 @default.
• W3091857251 hasConcept C33923547 @default.
• W3091857251 hasConcept C41008148 @default.
• W3091857251 hasConcept C41895202 @default.
• W3091857251 hasConcept C73555534 @default.
• W3091857251 hasConcept C74193536 @default.

• next