Matches in SemOpenAlex for { <https://semopenalex.org/work/W178090521> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W178090521 abstract "Spectral clustering has been applied in various applications. But there still exist some important issues to be resolved, among which the two major ones are to (1) specify the scale parameter in calculating the similarity between data objects, and (2) select propoer eigenvectors to reduce data dimensionality. Though these topics have been studied extensively, the existing methods cannot work well in some complicated scenarios, which limits the wide deployment of the spectral clustering method. In this work, we revisit the above two problems and propose three contributions to the field: 1) a unified framework is designed to study the impact of the scale parameter on similarity between data objects. This framework can easily accommodate various state of art spectral clustering methods in determining the scale parameter; 2) a novel approach based on local connectivity analysis is proposed to specify the scale parameter; 3) propose a new method for eigenvector selection. Compared with existing techniques, the proposed approach has a rigorous theoretical basis and is efficient from practical perspective. Experimental results show the efficacy of our approach to clustering data of different scenarios." @default.
- W178090521 created "2016-06-24" @default.
- W178090521 creator A5002406417 @default.
- W178090521 creator A5005828574 @default.
- W178090521 creator A5084641325 @default.
- W178090521 date "2011-01-01" @default.
- W178090521 modified "2023-09-26" @default.
- W178090521 title "Self-adjust Local Connectivity Analysis for Spectral Clustering" @default.
- W178090521 cites W1484231630 @default.
- W178090521 cites W1537747159 @default.
- W178090521 cites W1982666353 @default.
- W178090521 cites W1986007546 @default.
- W178090521 cites W1992419399 @default.
- W178090521 cites W1997874979 @default.
- W178090521 cites W2002276939 @default.
- W178090521 cites W2035548721 @default.
- W178090521 cites W2039934205 @default.
- W178090521 cites W2119158865 @default.
- W178090521 cites W2132914434 @default.
- W178090521 cites W2155074104 @default.
- W178090521 cites W4251670979 @default.
- W178090521 doi "https://doi.org/10.1007/978-3-642-20841-6_18" @default.
- W178090521 hasPublicationYear "2011" @default.
- W178090521 type Work @default.
- W178090521 sameAs 178090521 @default.
- W178090521 citedByCount "2" @default.
- W178090521 countsByYear W1780905212012 @default.
- W178090521 countsByYear W1780905212019 @default.
- W178090521 crossrefType "book-chapter" @default.
- W178090521 hasAuthorship W178090521A5002406417 @default.
- W178090521 hasAuthorship W178090521A5005828574 @default.
- W178090521 hasAuthorship W178090521A5084641325 @default.
- W178090521 hasConcept C103278499 @default.
- W178090521 hasConcept C105611402 @default.
- W178090521 hasConcept C111030470 @default.
- W178090521 hasConcept C115961682 @default.
- W178090521 hasConcept C121332964 @default.
- W178090521 hasConcept C124101348 @default.
- W178090521 hasConcept C12713177 @default.
- W178090521 hasConcept C154945302 @default.
- W178090521 hasConcept C158693339 @default.
- W178090521 hasConcept C202444582 @default.
- W178090521 hasConcept C2778755073 @default.
- W178090521 hasConcept C33923547 @default.
- W178090521 hasConcept C41008148 @default.
- W178090521 hasConcept C62520636 @default.
- W178090521 hasConcept C73555534 @default.
- W178090521 hasConcept C9652623 @default.
- W178090521 hasConceptScore W178090521C103278499 @default.
- W178090521 hasConceptScore W178090521C105611402 @default.
- W178090521 hasConceptScore W178090521C111030470 @default.
- W178090521 hasConceptScore W178090521C115961682 @default.
- W178090521 hasConceptScore W178090521C121332964 @default.
- W178090521 hasConceptScore W178090521C124101348 @default.
- W178090521 hasConceptScore W178090521C12713177 @default.
- W178090521 hasConceptScore W178090521C154945302 @default.
- W178090521 hasConceptScore W178090521C158693339 @default.
- W178090521 hasConceptScore W178090521C202444582 @default.
- W178090521 hasConceptScore W178090521C2778755073 @default.
- W178090521 hasConceptScore W178090521C33923547 @default.
- W178090521 hasConceptScore W178090521C41008148 @default.
- W178090521 hasConceptScore W178090521C62520636 @default.
- W178090521 hasConceptScore W178090521C73555534 @default.
- W178090521 hasConceptScore W178090521C9652623 @default.
- W178090521 hasLocation W1780905211 @default.
- W178090521 hasOpenAccess W178090521 @default.
- W178090521 hasPrimaryLocation W1780905211 @default.
- W178090521 hasRelatedWork W1525104212 @default.
- W178090521 hasRelatedWork W1916496299 @default.
- W178090521 hasRelatedWork W2002205743 @default.
- W178090521 hasRelatedWork W2003897165 @default.
- W178090521 hasRelatedWork W2009206897 @default.
- W178090521 hasRelatedWork W2056187338 @default.
- W178090521 hasRelatedWork W2141656345 @default.
- W178090521 hasRelatedWork W2153320597 @default.
- W178090521 hasRelatedWork W2165874743 @default.
- W178090521 hasRelatedWork W2568618480 @default.
- W178090521 hasRelatedWork W2742662862 @default.
- W178090521 hasRelatedWork W2759108610 @default.
- W178090521 hasRelatedWork W2776204567 @default.
- W178090521 hasRelatedWork W2791984915 @default.
- W178090521 hasRelatedWork W2799569696 @default.
- W178090521 hasRelatedWork W2886628535 @default.
- W178090521 hasRelatedWork W2938811552 @default.
- W178090521 hasRelatedWork W2950475214 @default.
- W178090521 hasRelatedWork W3158818735 @default.
- W178090521 hasRelatedWork W813010328 @default.
- W178090521 isParatext "false" @default.
- W178090521 isRetracted "false" @default.
- W178090521 magId "178090521" @default.
- W178090521 workType "book-chapter" @default.