FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2946014413> ?p ?o ?g. }

• W2946014413 abstract "To understand how a complex system is organized and functions, researchers often identify communities in the system's network of interactions. Because it is practically impossible to explore all solutions to guarantee the best one, many community-detection algorithms rely on multiple stochastic searches. But for a given combination of network and stochastic algorithm, how many searches are sufficient to find a solution that is good enough? The standard approach is to pick a reasonably large number of searches and select the network partition with the highest quality or derive a consensus solution based on all network partitions. However, if different partitions have similar qualities such that the solution landscape is degenerate, the single best partition may miss relevant information, and a consensus solution may blur complementary communities. Here we address this degeneracy problem with coarse-grained descriptions of the solution landscape. We cluster network partitions based on their similarity and suggest an approach to determine the minimum number of searches required to describe the solution landscape adequately. To make good use of all partitions, we also propose different ways to explore the solution landscape, including a significance clustering procedure. We test these approaches on synthetic networks and a real-world network using two contrasting community-detection algorithms: The algorithm that can identify more general structures requires more searches and networks with clearer community structures require fewer searches. We also find that exploring the coarse-grained solution landscape can reveal complementary solutions and enable more reliable community detection." @default.
• W2946014413 created "2019-05-29" @default.
• W2946014413 creator A5003608790 @default.
• W2946014413 creator A5032183776 @default.
• W2946014413 creator A5038697749 @default.
• W2946014413 creator A5039363818 @default.
• W2946014413 creator A5058967315 @default.
• W2946014413 date "2019-11-21" @default.
• W2946014413 modified "2023-09-25" @default.
• W2946014413 title "Exploring the solution landscape enables more reliable network community detection" @default.
• W2946014413 cites W1743429370 @default.
• W2946014413 cites W1871641673 @default.
• W2946014413 cites W1971421925 @default.
• W2946014413 cites W2023655578 @default.
• W2946014413 cites W2033403400 @default.
• W2946014413 cites W2061099285 @default.
• W2946014413 cites W2115346774 @default.
• W2946014413 cites W2118608338 @default.
• W2946014413 cites W2120043163 @default.
• W2946014413 cites W2127048411 @default.
• W2946014413 cites W2127170577 @default.
• W2946014413 cites W2131681506 @default.
• W2946014413 cites W2136088806 @default.
• W2946014413 cites W2148781711 @default.
• W2946014413 cites W2155369095 @default.
• W2946014413 cites W2164245295 @default.
• W2946014413 cites W2164928285 @default.
• W2946014413 cites W2164998314 @default.
• W2946014413 cites W2169148563 @default.
• W2946014413 cites W2297772255 @default.
• W2946014413 cites W2460836749 @default.
• W2946014413 cites W2531871281 @default.
• W2946014413 cites W2914663205 @default.
• W2946014413 cites W2950419747 @default.
• W2946014413 cites W3098951089 @default.
• W2946014413 cites W3099209941 @default.
• W2946014413 cites W3100808099 @default.
• W2946014413 cites W3125564425 @default.
• W2946014413 cites W4235169531 @default.
• W2946014413 doi "https://doi.org/10.1103/physreve.100.052308" @default.
• W2946014413 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/31869919" @default.
• W2946014413 hasPublicationYear "2019" @default.
• W2946014413 type Work @default.
• W2946014413 sameAs 2946014413 @default.
• W2946014413 citedByCount "28" @default.
• W2946014413 countsByYear W29460144132019 @default.
• W2946014413 countsByYear W29460144132020 @default.
• W2946014413 countsByYear W29460144132021 @default.
• W2946014413 countsByYear W29460144132022 @default.
• W2946014413 countsByYear W29460144132023 @default.
• W2946014413 crossrefType "journal-article" @default.
• W2946014413 hasAuthorship W2946014413A5003608790 @default.
• W2946014413 hasAuthorship W2946014413A5032183776 @default.
• W2946014413 hasAuthorship W2946014413A5038697749 @default.
• W2946014413 hasAuthorship W2946014413A5039363818 @default.
• W2946014413 hasAuthorship W2946014413A5058967315 @default.
• W2946014413 hasBestOaLocation W29460144132 @default.
• W2946014413 hasConcept C103278499 @default.
• W2946014413 hasConcept C114614502 @default.
• W2946014413 hasConcept C115961682 @default.
• W2946014413 hasConcept C119857082 @default.
• W2946014413 hasConcept C120314980 @default.
• W2946014413 hasConcept C124101348 @default.
• W2946014413 hasConcept C132525143 @default.
• W2946014413 hasConcept C136764020 @default.
• W2946014413 hasConcept C154945302 @default.
• W2946014413 hasConcept C2777727622 @default.
• W2946014413 hasConcept C2780860992 @default.
• W2946014413 hasConcept C33923547 @default.
• W2946014413 hasConcept C34947359 @default.
• W2946014413 hasConcept C41008148 @default.
• W2946014413 hasConcept C42812 @default.
• W2946014413 hasConcept C48903430 @default.
• W2946014413 hasConcept C60644358 @default.
• W2946014413 hasConcept C73555534 @default.
• W2946014413 hasConcept C80444323 @default.
• W2946014413 hasConcept C86803240 @default.
• W2946014413 hasConceptScore W2946014413C103278499 @default.
• W2946014413 hasConceptScore W2946014413C114614502 @default.
• W2946014413 hasConceptScore W2946014413C115961682 @default.
• W2946014413 hasConceptScore W2946014413C119857082 @default.
• W2946014413 hasConceptScore W2946014413C120314980 @default.
• W2946014413 hasConceptScore W2946014413C124101348 @default.
• W2946014413 hasConceptScore W2946014413C132525143 @default.
• W2946014413 hasConceptScore W2946014413C136764020 @default.
• W2946014413 hasConceptScore W2946014413C154945302 @default.
• W2946014413 hasConceptScore W2946014413C2777727622 @default.
• W2946014413 hasConceptScore W2946014413C2780860992 @default.
• W2946014413 hasConceptScore W2946014413C33923547 @default.
• W2946014413 hasConceptScore W2946014413C34947359 @default.
• W2946014413 hasConceptScore W2946014413C41008148 @default.
• W2946014413 hasConceptScore W2946014413C42812 @default.
• W2946014413 hasConceptScore W2946014413C48903430 @default.
• W2946014413 hasConceptScore W2946014413C60644358 @default.
• W2946014413 hasConceptScore W2946014413C73555534 @default.
• W2946014413 hasConceptScore W2946014413C80444323 @default.
• W2946014413 hasConceptScore W2946014413C86803240 @default.
• W2946014413 hasFunder F4320321501 @default.
• W2946014413 hasFunder F4320322444 @default.
• W2946014413 hasFunder F4320322581 @default.

• next