Matches in SemOpenAlex for { <https://semopenalex.org/work/W4200633435> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W4200633435 abstract "In this paper, we focus on learning effective entity matching models over multi-source large-scale data. For real applications, we relax typical assumptions that data distributions/spaces, or entity identities are shared between sources, and propose a Relaxed Multi-source Large-scale Entity-matching (RMLE) problem. Challenges of the problem include 1) how to align large-scale entities between sources to share information and 2) how to mitigate negative transfer from joint learning multi-source data. What's worse, one practical issue is the entanglement between both challenges. Specifically, incorrect alignments may increase negative transfer; while mitigating negative transfer for one source may result in poorly learned representations for other sources and then decrease alignment accuracy. To handle the entangled challenges, we point out that the key is to optimize information sharing first based on Pareto front optimization, by showing that information sharing significantly influences the Pareto front which depicts lower bounds of negative transfer. Consequently, we proposed an Incentive Compatible Pareto Alignment (ICPA) method to first optimize cross-source alignments based on Pareto front optimization, then mitigate negative transfer constrained on the optimized alignments. This mechanism renders each source can learn based on its true preference without worrying about deteriorating representations of other sources. Specifically, the Pareto front optimization encourages minimizing lower bounds of negative transfer, which optimizes whether and which to align. Comprehensive empirical evaluation results on four large-scale datasets are provided to demonstrate the effectiveness and superiority of ICPA. Online A/B test results at a search advertising platform also demonstrate the effectiveness of ICPA in production environments." @default.
- W4200633435 created "2021-12-31" @default.
- W4200633435 creator A5001817133 @default.
- W4200633435 creator A5003579315 @default.
- W4200633435 creator A5003986323 @default.
- W4200633435 creator A5011788131 @default.
- W4200633435 creator A5039335632 @default.
- W4200633435 creator A5061084605 @default.
- W4200633435 creator A5084846204 @default.
- W4200633435 creator A5086529957 @default.
- W4200633435 date "2021-12-06" @default.
- W4200633435 modified "2023-10-17" @default.
- W4200633435 title "Incentive Compatible Pareto Alignment for Multi-Source Large Graphs" @default.
- W4200633435 doi "https://doi.org/10.48550/arxiv.2112.02792" @default.
- W4200633435 hasPublicationYear "2021" @default.
- W4200633435 type Work @default.
- W4200633435 citedByCount "0" @default.
- W4200633435 crossrefType "posted-content" @default.
- W4200633435 hasAuthorship W4200633435A5001817133 @default.
- W4200633435 hasAuthorship W4200633435A5003579315 @default.
- W4200633435 hasAuthorship W4200633435A5003986323 @default.
- W4200633435 hasAuthorship W4200633435A5011788131 @default.
- W4200633435 hasAuthorship W4200633435A5039335632 @default.
- W4200633435 hasAuthorship W4200633435A5061084605 @default.
- W4200633435 hasAuthorship W4200633435A5084846204 @default.
- W4200633435 hasAuthorship W4200633435A5086529957 @default.
- W4200633435 hasBestOaLocation W42006334351 @default.
- W4200633435 hasConcept C105795698 @default.
- W4200633435 hasConcept C119857082 @default.
- W4200633435 hasConcept C120665830 @default.
- W4200633435 hasConcept C121332964 @default.
- W4200633435 hasConcept C124101348 @default.
- W4200633435 hasConcept C126255220 @default.
- W4200633435 hasConcept C137635306 @default.
- W4200633435 hasConcept C162324750 @default.
- W4200633435 hasConcept C165064840 @default.
- W4200633435 hasConcept C175444787 @default.
- W4200633435 hasConcept C192209626 @default.
- W4200633435 hasConcept C2778755073 @default.
- W4200633435 hasConcept C2780665216 @default.
- W4200633435 hasConcept C29122968 @default.
- W4200633435 hasConcept C33923547 @default.
- W4200633435 hasConcept C41008148 @default.
- W4200633435 hasConcept C62520636 @default.
- W4200633435 hasConcept C68781425 @default.
- W4200633435 hasConcept C91810955 @default.
- W4200633435 hasConceptScore W4200633435C105795698 @default.
- W4200633435 hasConceptScore W4200633435C119857082 @default.
- W4200633435 hasConceptScore W4200633435C120665830 @default.
- W4200633435 hasConceptScore W4200633435C121332964 @default.
- W4200633435 hasConceptScore W4200633435C124101348 @default.
- W4200633435 hasConceptScore W4200633435C126255220 @default.
- W4200633435 hasConceptScore W4200633435C137635306 @default.
- W4200633435 hasConceptScore W4200633435C162324750 @default.
- W4200633435 hasConceptScore W4200633435C165064840 @default.
- W4200633435 hasConceptScore W4200633435C175444787 @default.
- W4200633435 hasConceptScore W4200633435C192209626 @default.
- W4200633435 hasConceptScore W4200633435C2778755073 @default.
- W4200633435 hasConceptScore W4200633435C2780665216 @default.
- W4200633435 hasConceptScore W4200633435C29122968 @default.
- W4200633435 hasConceptScore W4200633435C33923547 @default.
- W4200633435 hasConceptScore W4200633435C41008148 @default.
- W4200633435 hasConceptScore W4200633435C62520636 @default.
- W4200633435 hasConceptScore W4200633435C68781425 @default.
- W4200633435 hasConceptScore W4200633435C91810955 @default.
- W4200633435 hasLocation W42006334351 @default.
- W4200633435 hasOpenAccess W4200633435 @default.
- W4200633435 hasPrimaryLocation W42006334351 @default.
- W4200633435 hasRelatedWork W1550055091 @default.
- W4200633435 hasRelatedWork W1601556876 @default.
- W4200633435 hasRelatedWork W2058725370 @default.
- W4200633435 hasRelatedWork W2080708212 @default.
- W4200633435 hasRelatedWork W2157472761 @default.
- W4200633435 hasRelatedWork W2306858893 @default.
- W4200633435 hasRelatedWork W2486691257 @default.
- W4200633435 hasRelatedWork W2744462909 @default.
- W4200633435 hasRelatedWork W3083133203 @default.
- W4200633435 hasRelatedWork W3094456605 @default.
- W4200633435 isParatext "false" @default.
- W4200633435 isRetracted "false" @default.
- W4200633435 workType "article" @default.