FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313703119> ?p ?o ?g. }

• W4313703119 endingPage "596" @default.
• W4313703119 startingPage "569" @default.
• W4313703119 abstract "Abstract Entity resolution (record linkage or deduplication) is the process of identifying and linking duplicate records in databases. In this paper, we propose a Bayesian graphical approach for entity resolution that links records to latent entities, where the prior representation on the linkage structure is exchangeable. First, we adopt a flexible and tractable set of priors for the linkage structure, which corresponds to a special class of random partition models. Second, we propose a more realistic distortion model for categorical/discrete record attributes, which corrects a logical inconsistency with the standard hit-miss model. Third, we incorporate hyperpriors to improve flexibility. Fourth, we employ a partially collapsed Gibbs sampler for inferential speedups. Using a selection of private and nonprivate data sets, we investigate the impact of our modeling contributions and compare our model with two alternative Bayesian models. In addition, we conduct a simulation study for household survey data, where we vary distortion, duplication rates and data set size. We find that our model performs more consistently than the alternatives across a variety of scenarios and typically achieves the highest entity resolution accuracy (F1 score). Open source software is available for our proposed methodology, and we provide a discussion regarding our work and future directions." @default.
• W4313703119 created "2023-01-08" @default.
• W4313703119 creator A5048743195 @default.
• W4313703119 creator A5078824132 @default.
• W4313703119 creator A5080946416 @default.
• W4313703119 date "2023-01-05" @default.
• W4313703119 modified "2023-10-18" @default.
• W4313703119 title "Bayesian Graphical Entity Resolution using Exchangeable Random Partition Priors" @default.
• W4313703119 cites W1989692914 @default.
• W4313703119 cites W1993637408 @default.
• W4313703119 cites W1997348365 @default.
• W4313703119 cites W2017353792 @default.
• W4313703119 cites W2031250218 @default.
• W4313703119 cites W2041439319 @default.
• W4313703119 cites W2052390074 @default.
• W4313703119 cites W2053870252 @default.
• W4313703119 cites W2073471108 @default.
• W4313703119 cites W2087309226 @default.
• W4313703119 cites W2105929850 @default.
• W4313703119 cites W2116940697 @default.
• W4313703119 cites W2128981260 @default.
• W4313703119 cites W2272596129 @default.
• W4313703119 cites W2794286494 @default.
• W4313703119 cites W2888462532 @default.
• W4313703119 cites W2920239148 @default.
• W4313703119 cites W2963313478 @default.
• W4313703119 cites W3048871918 @default.
• W4313703119 cites W3088072504 @default.
• W4313703119 cites W3103273051 @default.
• W4313703119 cites W3104667342 @default.
• W4313703119 cites W3121361745 @default.
• W4313703119 cites W3138971549 @default.
• W4313703119 cites W3146259567 @default.
• W4313703119 cites W4234053595 @default.
• W4313703119 cites W4240301789 @default.
• W4313703119 cites W4242744113 @default.
• W4313703119 cites W4249480695 @default.
• W4313703119 cites W4256038730 @default.
• W4313703119 cites W4293084762 @default.
• W4313703119 cites W4302802341 @default.
• W4313703119 cites W621546036 @default.
• W4313703119 doi "https://doi.org/10.1093/jssam/smac030" @default.
• W4313703119 hasPublicationYear "2023" @default.
• W4313703119 type Work @default.
• W4313703119 citedByCount "0" @default.
• W4313703119 crossrefType "journal-article" @default.
• W4313703119 hasAuthorship W4313703119A5048743195 @default.
• W4313703119 hasAuthorship W4313703119A5078824132 @default.
• W4313703119 hasAuthorship W4313703119A5080946416 @default.
• W4313703119 hasBestOaLocation W43137031191 @default.
• W4313703119 hasConcept C104317684 @default.
• W4313703119 hasConcept C107673813 @default.
• W4313703119 hasConcept C114614502 @default.
• W4313703119 hasConcept C119857082 @default.
• W4313703119 hasConcept C124101348 @default.
• W4313703119 hasConcept C142210648 @default.
• W4313703119 hasConcept C144024400 @default.
• W4313703119 hasConcept C149923435 @default.
• W4313703119 hasConcept C154945302 @default.
• W4313703119 hasConcept C155846161 @default.
• W4313703119 hasConcept C158424031 @default.
• W4313703119 hasConcept C177264268 @default.
• W4313703119 hasConcept C177769412 @default.
• W4313703119 hasConcept C185592680 @default.
• W4313703119 hasConcept C199360897 @default.
• W4313703119 hasConcept C2908647359 @default.
• W4313703119 hasConcept C31266012 @default.
• W4313703119 hasConcept C33923547 @default.
• W4313703119 hasConcept C41008148 @default.
• W4313703119 hasConcept C42812 @default.
• W4313703119 hasConcept C5274069 @default.
• W4313703119 hasConcept C55493867 @default.
• W4313703119 hasConceptScore W4313703119C104317684 @default.
• W4313703119 hasConceptScore W4313703119C107673813 @default.
• W4313703119 hasConceptScore W4313703119C114614502 @default.
• W4313703119 hasConceptScore W4313703119C119857082 @default.
• W4313703119 hasConceptScore W4313703119C124101348 @default.
• W4313703119 hasConceptScore W4313703119C142210648 @default.
• W4313703119 hasConceptScore W4313703119C144024400 @default.
• W4313703119 hasConceptScore W4313703119C149923435 @default.
• W4313703119 hasConceptScore W4313703119C154945302 @default.
• W4313703119 hasConceptScore W4313703119C155846161 @default.
• W4313703119 hasConceptScore W4313703119C158424031 @default.
• W4313703119 hasConceptScore W4313703119C177264268 @default.
• W4313703119 hasConceptScore W4313703119C177769412 @default.
• W4313703119 hasConceptScore W4313703119C185592680 @default.
• W4313703119 hasConceptScore W4313703119C199360897 @default.
• W4313703119 hasConceptScore W4313703119C2908647359 @default.
• W4313703119 hasConceptScore W4313703119C31266012 @default.
• W4313703119 hasConceptScore W4313703119C33923547 @default.
• W4313703119 hasConceptScore W4313703119C41008148 @default.
• W4313703119 hasConceptScore W4313703119C42812 @default.
• W4313703119 hasConceptScore W4313703119C5274069 @default.
• W4313703119 hasConceptScore W4313703119C55493867 @default.
• W4313703119 hasFunder F4320306076 @default.
• W4313703119 hasIssue "3" @default.
• W4313703119 hasLocation W43137031191 @default.
• W4313703119 hasLocation W43137031192 @default.

• next