Matches in SemOpenAlex for { <https://semopenalex.org/work/W3007025101> ?p ?o ?g. }
- W3007025101 abstract "Knowledge bases (KBs) store rich yet heterogeneous entities and facts. Entity resolution (ER) aims to identify entities in KBs which refer to the same real-world object. Recent studies have shown significant benefits of involving humans in the loop of ER. They often resolve entities with pairwise similarity measures over attribute values and resort to the crowds to label uncertain ones. However, existing methods still suffer from high labor costs and insufficient labeling to some extent. In this paper, we propose a novel approach called crowdsourced collective ER, which leverages the relationships between entities to infer matches jointly rather than independently. Specifically, it iteratively asks human workers to label picked entity pairs and propagates the labeling information to their neighbors in distance. During this process, we address the problems of candidate entity pruning, probabilistic propagation, optimal question selection and error-tolerant truth inference. Our experiments on real-world datasets demonstrate that, compared with state-of-the-art methods, our approach achieves superior accuracy with much less labeling." @default.
- W3007025101 created "2020-03-06" @default.
- W3007025101 creator A5062378128 @default.
- W3007025101 creator A5070055206 @default.
- W3007025101 creator A5080660416 @default.
- W3007025101 creator A5089586983 @default.
- W3007025101 date "2020-02-21" @default.
- W3007025101 modified "2023-10-16" @default.
- W3007025101 title "Crowdsourced Collective Entity Resolution with Relational Match Propagation" @default.
- W3007025101 cites W1496255159 @default.
- W3007025101 cites W1597082186 @default.
- W3007025101 cites W1666220597 @default.
- W3007025101 cites W1757790940 @default.
- W3007025101 cites W1982287794 @default.
- W3007025101 cites W1982350890 @default.
- W3007025101 cites W1995099886 @default.
- W3007025101 cites W2046020929 @default.
- W3007025101 cites W2053653724 @default.
- W3007025101 cites W2056748234 @default.
- W3007025101 cites W2096742765 @default.
- W3007025101 cites W2106675345 @default.
- W3007025101 cites W2107966677 @default.
- W3007025101 cites W2108991785 @default.
- W3007025101 cites W2119320829 @default.
- W3007025101 cites W2163051926 @default.
- W3007025101 cites W2168440643 @default.
- W3007025101 cites W2222512263 @default.
- W3007025101 cites W2237063244 @default.
- W3007025101 cites W2243458913 @default.
- W3007025101 cites W2295240344 @default.
- W3007025101 cites W2404682222 @default.
- W3007025101 cites W2460305953 @default.
- W3007025101 cites W2522744581 @default.
- W3007025101 cites W2585226541 @default.
- W3007025101 cites W2610492020 @default.
- W3007025101 cites W2612526608 @default.
- W3007025101 cites W2612964472 @default.
- W3007025101 cites W2767681556 @default.
- W3007025101 cites W2767692092 @default.
- W3007025101 cites W2775160451 @default.
- W3007025101 cites W2798832443 @default.
- W3007025101 cites W2799106927 @default.
- W3007025101 cites W2808345493 @default.
- W3007025101 cites W2912429757 @default.
- W3007025101 cites W2954727071 @default.
- W3007025101 cites W2962990647 @default.
- W3007025101 cites W2963063567 @default.
- W3007025101 cites W51908901 @default.
- W3007025101 doi "https://doi.org/10.48550/arxiv.2002.09361" @default.
- W3007025101 hasPublicationYear "2020" @default.
- W3007025101 type Work @default.
- W3007025101 sameAs 3007025101 @default.
- W3007025101 citedByCount "1" @default.
- W3007025101 countsByYear W30070251012021 @default.
- W3007025101 crossrefType "posted-content" @default.
- W3007025101 hasAuthorship W3007025101A5062378128 @default.
- W3007025101 hasAuthorship W3007025101A5070055206 @default.
- W3007025101 hasAuthorship W3007025101A5080660416 @default.
- W3007025101 hasAuthorship W3007025101A5089586983 @default.
- W3007025101 hasBestOaLocation W30070251011 @default.
- W3007025101 hasConcept C103278499 @default.
- W3007025101 hasConcept C108010975 @default.
- W3007025101 hasConcept C111919701 @default.
- W3007025101 hasConcept C115961682 @default.
- W3007025101 hasConcept C119857082 @default.
- W3007025101 hasConcept C124101348 @default.
- W3007025101 hasConcept C136764020 @default.
- W3007025101 hasConcept C154945302 @default.
- W3007025101 hasConcept C184898388 @default.
- W3007025101 hasConcept C23123220 @default.
- W3007025101 hasConcept C2776214188 @default.
- W3007025101 hasConcept C2777852691 @default.
- W3007025101 hasConcept C2781238097 @default.
- W3007025101 hasConcept C38652104 @default.
- W3007025101 hasConcept C41008148 @default.
- W3007025101 hasConcept C49937458 @default.
- W3007025101 hasConcept C62230096 @default.
- W3007025101 hasConcept C6557445 @default.
- W3007025101 hasConcept C81917197 @default.
- W3007025101 hasConcept C86803240 @default.
- W3007025101 hasConcept C98045186 @default.
- W3007025101 hasConceptScore W3007025101C103278499 @default.
- W3007025101 hasConceptScore W3007025101C108010975 @default.
- W3007025101 hasConceptScore W3007025101C111919701 @default.
- W3007025101 hasConceptScore W3007025101C115961682 @default.
- W3007025101 hasConceptScore W3007025101C119857082 @default.
- W3007025101 hasConceptScore W3007025101C124101348 @default.
- W3007025101 hasConceptScore W3007025101C136764020 @default.
- W3007025101 hasConceptScore W3007025101C154945302 @default.
- W3007025101 hasConceptScore W3007025101C184898388 @default.
- W3007025101 hasConceptScore W3007025101C23123220 @default.
- W3007025101 hasConceptScore W3007025101C2776214188 @default.
- W3007025101 hasConceptScore W3007025101C2777852691 @default.
- W3007025101 hasConceptScore W3007025101C2781238097 @default.
- W3007025101 hasConceptScore W3007025101C38652104 @default.
- W3007025101 hasConceptScore W3007025101C41008148 @default.
- W3007025101 hasConceptScore W3007025101C49937458 @default.
- W3007025101 hasConceptScore W3007025101C62230096 @default.
- W3007025101 hasConceptScore W3007025101C6557445 @default.
- W3007025101 hasConceptScore W3007025101C81917197 @default.