Matches in SemOpenAlex for { <https://semopenalex.org/work/W2134448697> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W2134448697 endingPage "69" @default.
- W2134448697 startingPage "63" @default.
- W2134448697 abstract "Spectral clustering has become one of the most popular clustering approaches in recent years. However, its high computational complexity prevents its application to large-scale datasets. To address this complexity, approximate spectral clustering methods have been proposed. In these methods, computational costs are reduced by using approximation techniques, such as the Nyström method, or by constructing a smaller representative dataset on which spectral clustering is performed. However, the computational efficiency of these approximation methods is achieved at the cost of performance degradation. In this paper, we propose an efficient approximate spectral clustering method in which clustering performance is improved by utilizing local information among the data, while the scalability to the large-scale datasets is retained. Specifically, we improve the approximate spectral clustering method in two aspects. First, a sparse affinity graph is adopted to improve the performance of spectral clustering on the small representative dataset. Second, local interpolation is utilized to improve the extension of the clustering result. Experiments are conducted on several real-world datasets, showing that the proposed method is efficient and outperforms the state-of-the-art approximate spectral clustering algorithms." @default.
- W2134448697 created "2016-06-24" @default.
- W2134448697 creator A5005663866 @default.
- W2134448697 creator A5005904698 @default.
- W2134448697 creator A5042977820 @default.
- W2134448697 creator A5086698089 @default.
- W2134448697 date "2014-03-01" @default.
- W2134448697 modified "2023-09-23" @default.
- W2134448697 title "Local information-based fast approximate spectral clustering" @default.
- W2134448697 cites W1967934524 @default.
- W2134448697 cites W1978373800 @default.
- W2134448697 cites W2009581456 @default.
- W2134448697 cites W2045756072 @default.
- W2134448697 cites W2051549110 @default.
- W2134448697 cites W2100659887 @default.
- W2134448697 cites W2105681109 @default.
- W2134448697 cites W2107887685 @default.
- W2134448697 cites W2113065518 @default.
- W2134448697 cites W2116810533 @default.
- W2134448697 cites W2121947440 @default.
- W2134448697 cites W2125525099 @default.
- W2134448697 cites W2126337883 @default.
- W2134448697 cites W2132914434 @default.
- W2134448697 cites W2134370969 @default.
- W2134448697 cites W2146670837 @default.
- W2134448697 cites W4230962939 @default.
- W2134448697 doi "https://doi.org/10.1016/j.patrec.2013.11.005" @default.
- W2134448697 hasPublicationYear "2014" @default.
- W2134448697 type Work @default.
- W2134448697 sameAs 2134448697 @default.
- W2134448697 citedByCount "23" @default.
- W2134448697 countsByYear W21344486972014 @default.
- W2134448697 countsByYear W21344486972015 @default.
- W2134448697 countsByYear W21344486972016 @default.
- W2134448697 countsByYear W21344486972017 @default.
- W2134448697 countsByYear W21344486972018 @default.
- W2134448697 countsByYear W21344486972019 @default.
- W2134448697 countsByYear W21344486972020 @default.
- W2134448697 countsByYear W21344486972021 @default.
- W2134448697 crossrefType "journal-article" @default.
- W2134448697 hasAuthorship W2134448697A5005663866 @default.
- W2134448697 hasAuthorship W2134448697A5005904698 @default.
- W2134448697 hasAuthorship W2134448697A5042977820 @default.
- W2134448697 hasAuthorship W2134448697A5086698089 @default.
- W2134448697 hasConcept C104047586 @default.
- W2134448697 hasConcept C104114177 @default.
- W2134448697 hasConcept C105611402 @default.
- W2134448697 hasConcept C11413529 @default.
- W2134448697 hasConcept C124101348 @default.
- W2134448697 hasConcept C137800194 @default.
- W2134448697 hasConcept C153180895 @default.
- W2134448697 hasConcept C154945302 @default.
- W2134448697 hasConcept C179799912 @default.
- W2134448697 hasConcept C184509293 @default.
- W2134448697 hasConcept C193143536 @default.
- W2134448697 hasConcept C33704608 @default.
- W2134448697 hasConcept C33923547 @default.
- W2134448697 hasConcept C41008148 @default.
- W2134448697 hasConcept C48044578 @default.
- W2134448697 hasConcept C73555534 @default.
- W2134448697 hasConcept C77088390 @default.
- W2134448697 hasConcept C94641424 @default.
- W2134448697 hasConceptScore W2134448697C104047586 @default.
- W2134448697 hasConceptScore W2134448697C104114177 @default.
- W2134448697 hasConceptScore W2134448697C105611402 @default.
- W2134448697 hasConceptScore W2134448697C11413529 @default.
- W2134448697 hasConceptScore W2134448697C124101348 @default.
- W2134448697 hasConceptScore W2134448697C137800194 @default.
- W2134448697 hasConceptScore W2134448697C153180895 @default.
- W2134448697 hasConceptScore W2134448697C154945302 @default.
- W2134448697 hasConceptScore W2134448697C179799912 @default.
- W2134448697 hasConceptScore W2134448697C184509293 @default.
- W2134448697 hasConceptScore W2134448697C193143536 @default.
- W2134448697 hasConceptScore W2134448697C33704608 @default.
- W2134448697 hasConceptScore W2134448697C33923547 @default.
- W2134448697 hasConceptScore W2134448697C41008148 @default.
- W2134448697 hasConceptScore W2134448697C48044578 @default.
- W2134448697 hasConceptScore W2134448697C73555534 @default.
- W2134448697 hasConceptScore W2134448697C77088390 @default.
- W2134448697 hasConceptScore W2134448697C94641424 @default.
- W2134448697 hasLocation W21344486971 @default.
- W2134448697 hasOpenAccess W2134448697 @default.
- W2134448697 hasPrimaryLocation W21344486971 @default.
- W2134448697 hasRelatedWork W2047852079 @default.
- W2134448697 hasRelatedWork W2163563073 @default.
- W2134448697 hasRelatedWork W2357149509 @default.
- W2134448697 hasRelatedWork W2362911195 @default.
- W2134448697 hasRelatedWork W2394117789 @default.
- W2134448697 hasRelatedWork W2970954390 @default.
- W2134448697 hasRelatedWork W3013528039 @default.
- W2134448697 hasRelatedWork W3168768270 @default.
- W2134448697 hasRelatedWork W37188521 @default.
- W2134448697 hasRelatedWork W4254032982 @default.
- W2134448697 hasVolume "38" @default.
- W2134448697 isParatext "false" @default.
- W2134448697 isRetracted "false" @default.
- W2134448697 magId "2134448697" @default.
- W2134448697 workType "article" @default.