FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3201472123> ?p ?o ?g. }

• W3201472123 endingPage "27" @default.
• W3201472123 startingPage "1" @default.
• W3201472123 abstract "Schema matching is a core task of any data integration process. Being investigated in the fields of databases, AI, Semantic Web, and data mining for many years, the main challenge remains the ability to generate quality matches among data concepts (e.g., database attributes). In this work, we examine a novel angle on the behavior of humans as matchers, studying match creation as a process. We analyze the dynamics of common evaluation measures (precision, recall, and f-measure), with respect to this angle and highlight the need for unbiased matching to support this analysis. Unbiased matching, a newly defined concept that describes the common assumption that human decisions represent reliable assessments of schemata correspondences, is, however, not an inherent property of human matchers. In what follows, we design PoWareMatch that makes use of a deep learning mechanism to calibrate and filter human matching decisions adhering to the quality of a match, which are then combined with algorithmic matching to generate better match results. We provide an empirical evidence, established based on an experiment with more than 200 human matchers over common benchmarks, that PoWareMatch predicts well the benefit of extending the match with an additional correspondence and generates high-quality matches. In addition, PoWareMatch outperforms state-of-the-art matching algorithms." @default.
• W3201472123 created "2021-09-27" @default.
• W3201472123 creator A5002899918 @default.
• W3201472123 creator A5063111542 @default.
• W3201472123 date "2022-05-23" @default.
• W3201472123 modified "2023-09-26" @default.
• W3201472123 title "PoWareMatch: A Quality-aware Deep Learning Approach to Improve Human Schema Matching" @default.
• W3201472123 cites W125094683 @default.
• W3201472123 cites W1529899382 @default.
• W3201472123 cites W1530093105 @default.
• W3201472123 cites W1535593407 @default.
• W3201472123 cites W1574447377 @default.
• W3201472123 cites W1679882079 @default.
• W3201472123 cites W2008896880 @default.
• W3201472123 cites W2035274534 @default.
• W3201472123 cites W2036356030 @default.
• W3201472123 cites W2039240409 @default.
• W3201472123 cites W2053539645 @default.
• W3201472123 cites W2055515830 @default.
• W3201472123 cites W2114269021 @default.
• W3201472123 cites W2123885506 @default.
• W3201472123 cites W2127812868 @default.
• W3201472123 cites W2136848157 @default.
• W3201472123 cites W2153508518 @default.
• W3201472123 cites W2155756297 @default.
• W3201472123 cites W2156525945 @default.
• W3201472123 cites W2156543375 @default.
• W3201472123 cites W2157060173 @default.
• W3201472123 cites W2157565254 @default.
• W3201472123 cites W2172153030 @default.
• W3201472123 cites W2221110629 @default.
• W3201472123 cites W2264899759 @default.
• W3201472123 cites W2406114359 @default.
• W3201472123 cites W2479500447 @default.
• W3201472123 cites W2626857346 @default.
• W3201472123 cites W2750620035 @default.
• W3201472123 cites W2775696413 @default.
• W3201472123 cites W2798649495 @default.
• W3201472123 cites W2803524328 @default.
• W3201472123 cites W2806431070 @default.
• W3201472123 cites W2919115771 @default.
• W3201472123 cites W2949047719 @default.
• W3201472123 cites W2969472936 @default.
• W3201472123 cites W2988709243 @default.
• W3201472123 cites W3032215537 @default.
• W3201472123 cites W3037878364 @default.
• W3201472123 cites W3103177583 @default.
• W3201472123 cites W3119752913 @default.
• W3201472123 cites W4239181501 @default.
• W3201472123 cites W4240045689 @default.
• W3201472123 doi "https://doi.org/10.1145/3483423" @default.
• W3201472123 hasPublicationYear "2022" @default.
• W3201472123 type Work @default.
• W3201472123 sameAs 3201472123 @default.
• W3201472123 citedByCount "3" @default.
• W3201472123 countsByYear W32014721232022 @default.
• W3201472123 countsByYear W32014721232023 @default.
• W3201472123 crossrefType "journal-article" @default.
• W3201472123 hasAuthorship W3201472123A5002899918 @default.
• W3201472123 hasAuthorship W3201472123A5063111542 @default.
• W3201472123 hasBestOaLocation W32014721232 @default.
• W3201472123 hasConcept C105795698 @default.
• W3201472123 hasConcept C119857082 @default.
• W3201472123 hasConcept C124101348 @default.
• W3201472123 hasConcept C154945302 @default.
• W3201472123 hasConcept C162324750 @default.
• W3201472123 hasConcept C165064840 @default.
• W3201472123 hasConcept C176217482 @default.
• W3201472123 hasConcept C21547014 @default.
• W3201472123 hasConcept C23123220 @default.
• W3201472123 hasConcept C24756922 @default.
• W3201472123 hasConcept C2777327318 @default.
• W3201472123 hasConcept C33923547 @default.
• W3201472123 hasConcept C41008148 @default.
• W3201472123 hasConcept C52146309 @default.
• W3201472123 hasConcept C72634772 @default.
• W3201472123 hasConcept C81669768 @default.
• W3201472123 hasConceptScore W3201472123C105795698 @default.
• W3201472123 hasConceptScore W3201472123C119857082 @default.
• W3201472123 hasConceptScore W3201472123C124101348 @default.
• W3201472123 hasConceptScore W3201472123C154945302 @default.
• W3201472123 hasConceptScore W3201472123C162324750 @default.
• W3201472123 hasConceptScore W3201472123C165064840 @default.
• W3201472123 hasConceptScore W3201472123C176217482 @default.
• W3201472123 hasConceptScore W3201472123C21547014 @default.
• W3201472123 hasConceptScore W3201472123C23123220 @default.
• W3201472123 hasConceptScore W3201472123C24756922 @default.
• W3201472123 hasConceptScore W3201472123C2777327318 @default.
• W3201472123 hasConceptScore W3201472123C33923547 @default.
• W3201472123 hasConceptScore W3201472123C41008148 @default.
• W3201472123 hasConceptScore W3201472123C52146309 @default.
• W3201472123 hasConceptScore W3201472123C72634772 @default.
• W3201472123 hasConceptScore W3201472123C81669768 @default.
• W3201472123 hasIssue "3" @default.
• W3201472123 hasLocation W32014721231 @default.
• W3201472123 hasLocation W32014721232 @default.
• W3201472123 hasOpenAccess W3201472123 @default.
• W3201472123 hasPrimaryLocation W32014721231 @default.

• next