FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2772027672> ?p ?o ?g. }

• W2772027672 abstract "Though much work has been done on ensemble clustering in data mining, the application of ensemble methods to community detection in networks is in its infancy. In this paper, we propose two ensemble methods: ENDISCO and MEDOC. ENDISCO performs disjoint community detection. In contrast, MEDOC performs disjoint, overlapping, and fuzzy community detection and represents the first ever ensemble method for fuzzy and overlapping community detection. We run extensive experiments with both algorithms against both synthetic and several real-world datasets for which community structures are known. We show that ENDISCO and MEDOC both beat the best-known existing standalone community detection algorithms (though we emphasize that they leverage them). In the case of disjoint community detection, we show that both ENDISCO and MEDOC beat an existing ensemble community detection algorithm both in terms of multiple accuracy measures and run-time. We further show that our ensemble algorithms can help explore core-periphery structure of network communities, identify stable communities in dynamic networks and help solve the degeneracy of solutions problem, generating robust results." @default.
• W2772027672 created "2017-12-22" @default.
• W2772027672 creator A5046521217 @default.
• W2772027672 creator A5067253588 @default.
• W2772027672 date "2017-12-06" @default.
• W2772027672 modified "2023-09-27" @default.
• W2772027672 title "Ensemble-Based Discovery of Disjoint, Overlapping and Fuzzy Community Structures in Networks" @default.
• W2772027672 cites W144379121 @default.
• W2772027672 cites W1497959022 @default.
• W2772027672 cites W1514538974 @default.
• W2772027672 cites W1529961971 @default.
• W2772027672 cites W1836068669 @default.
• W2772027672 cites W189016807 @default.
• W2772027672 cites W1971421925 @default.
• W2772027672 cites W1974487050 @default.
• W2772027672 cites W1977713568 @default.
• W2772027672 cites W1979993842 @default.
• W2772027672 cites W1991408655 @default.
• W2772027672 cites W1993236420 @default.
• W2772027672 cites W1997803906 @default.
• W2772027672 cites W2006533296 @default.
• W2772027672 cites W2008015797 @default.
• W2772027672 cites W2010371279 @default.
• W2772027672 cites W2010772252 @default.
• W2772027672 cites W2017156466 @default.
• W2772027672 cites W2017987256 @default.
• W2772027672 cites W2022615159 @default.
• W2772027672 cites W2033456101 @default.
• W2772027672 cites W2033590892 @default.
• W2772027672 cites W2044719661 @default.
• W2772027672 cites W2047940964 @default.
• W2772027672 cites W2061099285 @default.
• W2772027672 cites W2066090568 @default.
• W2772027672 cites W2070042076 @default.
• W2772027672 cites W2089458547 @default.
• W2772027672 cites W2091202730 @default.
• W2772027672 cites W2097645701 @default.
• W2772027672 cites W2106709860 @default.
• W2772027672 cites W2110620844 @default.
• W2772027672 cites W2111171370 @default.
• W2772027672 cites W2118059508 @default.
• W2772027672 cites W2118608338 @default.
• W2772027672 cites W2119625792 @default.
• W2772027672 cites W2122491887 @default.
• W2772027672 cites W2132202037 @default.
• W2772027672 cites W2136576902 @default.
• W2772027672 cites W2138392784 @default.
• W2772027672 cites W2139694940 @default.
• W2772027672 cites W2139818818 @default.
• W2772027672 cites W2142170653 @default.
• W2772027672 cites W2144799688 @default.
• W2772027672 cites W2146659008 @default.
• W2772027672 cites W2147406357 @default.
• W2772027672 cites W2148781711 @default.
• W2772027672 cites W2151936673 @default.
• W2772027672 cites W2153233077 @default.
• W2772027672 cites W2156834525 @default.
• W2772027672 cites W2159984870 @default.
• W2772027672 cites W2162808198 @default.
• W2772027672 cites W2162941511 @default.
• W2772027672 cites W2164928285 @default.
• W2772027672 cites W2164998314 @default.
• W2772027672 cites W2168346701 @default.
• W2772027672 cites W2169446650 @default.
• W2772027672 cites W2171608649 @default.
• W2772027672 cites W2417105593 @default.
• W2772027672 cites W2513804397 @default.
• W2772027672 cites W2522886910 @default.
• W2772027672 cites W2613193474 @default.
• W2772027672 cites W2950255242 @default.
• W2772027672 cites W2951993312 @default.
• W2772027672 cites W2952070519 @default.
• W2772027672 cites W2952674806 @default.
• W2772027672 cites W2963455014 @default.
• W2772027672 cites W3098935589 @default.
• W2772027672 cites W3103973800 @default.
• W2772027672 cites W3105855715 @default.
• W2772027672 cites W979268780 @default.
• W2772027672 hasPublicationYear "2017" @default.
• W2772027672 type Work @default.
• W2772027672 sameAs 2772027672 @default.
• W2772027672 citedByCount "1" @default.
• W2772027672 countsByYear W27720276722019 @default.
• W2772027672 crossrefType "posted-content" @default.
• W2772027672 hasAuthorship W2772027672A5046521217 @default.
• W2772027672 hasAuthorship W2772027672A5067253588 @default.
• W2772027672 hasConcept C105795698 @default.
• W2772027672 hasConcept C114614502 @default.
• W2772027672 hasConcept C119857082 @default.
• W2772027672 hasConcept C124101348 @default.
• W2772027672 hasConcept C133079900 @default.
• W2772027672 hasConcept C153083717 @default.
• W2772027672 hasConcept C154945302 @default.
• W2772027672 hasConcept C33923547 @default.
• W2772027672 hasConcept C41008148 @default.
• W2772027672 hasConcept C45340560 @default.
• W2772027672 hasConcept C73555534 @default.
• W2772027672 hasConceptScore W2772027672C105795698 @default.
• W2772027672 hasConceptScore W2772027672C114614502 @default.
• W2772027672 hasConceptScore W2772027672C119857082 @default.

• next