FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2790655810> ?p ?o ?g. }

• W2790655810 endingPage "186" @default.
• W2790655810 startingPage "177" @default.
• W2790655810 abstract "The ubiquitous large, complex and high dimensional datasets in computer vision and machine learning generate the problem of subspace clustering, which aims to partition the data into several low dimensional subspaces. Most state-of-the-art methods divide the problem into two stages: first learn the affinity from the data and then infer the cluster labels based on the affinity. The Structured Sparse Subspace Clustering (SSSC) model combines the affinity learning and the label inferring into one unified framework and empirically outperforms the two-stage methods. However, the SSSC method does not fully utilize the affinity and the labels to guide each other. In this work, we present a new regularity which combines the labels and the affinity to enforce the coherence of the affinity for data points from the same cluster and the discrimination of the labels for data points from different clusters. Based on this, we give a new unified optimization framework for subspace clustering. It enforces the coherence and discrimination of the affinity matrix as well as the labels, thus we call it Discriminative and Coherent Subspace Clustering (DCSC). Extended experiments on commonly used datasets demonstrate that our method performs better than some two stage state-of-the-art methods and the unified method SSSC in revealing the subspace structure of high-dimensional data." @default.
• W2790655810 created "2018-03-29" @default.
• W2790655810 creator A5013965758 @default.
• W2790655810 creator A5020220235 @default.
• W2790655810 creator A5045932299 @default.
• W2790655810 creator A5066183581 @default.
• W2790655810 date "2018-04-01" @default.
• W2790655810 modified "2023-10-13" @default.
• W2790655810 title "Discriminative and coherent subspace clustering" @default.
• W2790655810 cites W1533128638 @default.
• W2790655810 cites W1606778734 @default.
• W2790655810 cites W1824949047 @default.
• W2790655810 cites W1981458038 @default.
• W2790655810 cites W1993962865 @default.
• W2790655810 cites W1997201895 @default.
• W2790655810 cites W2002260165 @default.
• W2790655810 cites W2003361735 @default.
• W2790655810 cites W2006533296 @default.
• W2790655810 cites W2013712253 @default.
• W2790655810 cites W2056639756 @default.
• W2790655810 cites W2100659887 @default.
• W2790655810 cites W2118578720 @default.
• W2790655810 cites W2121947440 @default.
• W2790655810 cites W2123921160 @default.
• W2790655810 cites W2127928018 @default.
• W2790655810 cites W2152714163 @default.
• W2790655810 cites W2164931791 @default.
• W2790655810 cites W2165916500 @default.
• W2790655810 cites W2177347332 @default.
• W2790655810 cites W2262946425 @default.
• W2790655810 cites W2500665848 @default.
• W2790655810 cites W2527399347 @default.
• W2790655810 cites W2532206188 @default.
• W2790655810 cites W2561426102 @default.
• W2790655810 cites W2565938754 @default.
• W2790655810 cites W3100720754 @default.
• W2790655810 cites W4251653680 @default.
• W2790655810 cites W4292363360 @default.
• W2790655810 doi "https://doi.org/10.1016/j.neucom.2018.01.006" @default.
• W2790655810 hasPublicationYear "2018" @default.
• W2790655810 type Work @default.
• W2790655810 sameAs 2790655810 @default.
• W2790655810 citedByCount "20" @default.
• W2790655810 countsByYear W27906558102019 @default.
• W2790655810 countsByYear W27906558102020 @default.
• W2790655810 countsByYear W27906558102021 @default.
• W2790655810 countsByYear W27906558102022 @default.
• W2790655810 countsByYear W27906558102023 @default.
• W2790655810 crossrefType "journal-article" @default.
• W2790655810 hasAuthorship W2790655810A5013965758 @default.
• W2790655810 hasAuthorship W2790655810A5020220235 @default.
• W2790655810 hasAuthorship W2790655810A5045932299 @default.
• W2790655810 hasAuthorship W2790655810A5066183581 @default.
• W2790655810 hasConcept C105611402 @default.
• W2790655810 hasConcept C114614502 @default.
• W2790655810 hasConcept C119857082 @default.
• W2790655810 hasConcept C12362212 @default.
• W2790655810 hasConcept C124101348 @default.
• W2790655810 hasConcept C153180895 @default.
• W2790655810 hasConcept C154945302 @default.
• W2790655810 hasConcept C184509293 @default.
• W2790655810 hasConcept C2524010 @default.
• W2790655810 hasConcept C32834561 @default.
• W2790655810 hasConcept C33923547 @default.
• W2790655810 hasConcept C41008148 @default.
• W2790655810 hasConcept C42812 @default.
• W2790655810 hasConcept C73555534 @default.
• W2790655810 hasConcept C97931131 @default.
• W2790655810 hasConceptScore W2790655810C105611402 @default.
• W2790655810 hasConceptScore W2790655810C114614502 @default.
• W2790655810 hasConceptScore W2790655810C119857082 @default.
• W2790655810 hasConceptScore W2790655810C12362212 @default.
• W2790655810 hasConceptScore W2790655810C124101348 @default.
• W2790655810 hasConceptScore W2790655810C153180895 @default.
• W2790655810 hasConceptScore W2790655810C154945302 @default.
• W2790655810 hasConceptScore W2790655810C184509293 @default.
• W2790655810 hasConceptScore W2790655810C2524010 @default.
• W2790655810 hasConceptScore W2790655810C32834561 @default.
• W2790655810 hasConceptScore W2790655810C33923547 @default.
• W2790655810 hasConceptScore W2790655810C41008148 @default.
• W2790655810 hasConceptScore W2790655810C42812 @default.
• W2790655810 hasConceptScore W2790655810C73555534 @default.
• W2790655810 hasConceptScore W2790655810C97931131 @default.
• W2790655810 hasFunder F4320321001 @default.
• W2790655810 hasLocation W27906558101 @default.
• W2790655810 hasOpenAccess W2790655810 @default.
• W2790655810 hasPrimaryLocation W27906558101 @default.
• W2790655810 hasRelatedWork W136621464 @default.
• W2790655810 hasRelatedWork W1905452750 @default.
• W2790655810 hasRelatedWork W2016708865 @default.
• W2790655810 hasRelatedWork W2073852340 @default.
• W2790655810 hasRelatedWork W2149316273 @default.
• W2790655810 hasRelatedWork W2167091752 @default.
• W2790655810 hasRelatedWork W2321141263 @default.
• W2790655810 hasRelatedWork W2380748039 @default.
• W2790655810 hasRelatedWork W3080831198 @default.
• W2790655810 hasRelatedWork W338805667 @default.
• W2790655810 hasVolume "284" @default.

• next