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10.1109/ICDE.2008.4497419guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

Matching Schemas in Online Communities: A Web 2.0 Approach

Published: 07 April 2008 Publication History

Abstract

When integrating data from multiple sources, a key task that online communities often face is to match the schemas of the data sources. Today, such matching often incurs a huge workload that overwhelms the relatively small set of volunteer integrators. In such cases, community members may not even volunteer to be integrators, due to the high workload, and consequently no integration systems can be built. To address this problem, we propose to enlist the multitude of users in the community to help match the schemas, in a Web 2.0 fashion. We discuss the challenges of this approach and provide initial solutions. Finally, we describe an extensive set of experiments on both real-world and synthetic data that demonstrate the utility of the approach.

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  • (2024)CopycHats: Question Sequencing with Artificial AgentsProceedings of the 2024 Workshop on Human-In-the-Loop Data Analytics10.1145/3665939.3665963(1-7)Online publication date: 14-Jun-2024
  • (2022)HumanALProceedings of the Workshop on Human-In-the-Loop Data Analytics10.1145/3546930.3547496(1-8)Online publication date: 12-Jun-2022
  • (2022)PoWareMatch: A Quality-aware Deep Learning Approach to Improve Human Schema MatchingJournal of Data and Information Quality10.1145/348342314:3(1-27)Online publication date: 23-May-2022
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    Index terms have been assigned to the content through auto-classification.

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    Published In

    cover image Guide Proceedings
    ICDE '08: Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
    April 2008
    1628 pages
    ISBN:9781424418367

    Publisher

    IEEE Computer Society

    United States

    Publication History

    Published: 07 April 2008

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    • (2024)CopycHats: Question Sequencing with Artificial AgentsProceedings of the 2024 Workshop on Human-In-the-Loop Data Analytics10.1145/3665939.3665963(1-7)Online publication date: 14-Jun-2024
    • (2022)HumanALProceedings of the Workshop on Human-In-the-Loop Data Analytics10.1145/3546930.3547496(1-8)Online publication date: 12-Jun-2022
    • (2022)PoWareMatch: A Quality-aware Deep Learning Approach to Improve Human Schema MatchingJournal of Data and Information Quality10.1145/348342314:3(1-27)Online publication date: 23-May-2022
    • (2020)Crowdsourcing applications and platformsProceedings of the VLDB Endowment10.14778/3402755.34028094:12(1508-1509)Online publication date: 3-Jun-2020
    • (2020)Generic schema matching, ten years laterProceedings of the VLDB Endowment10.14778/3402707.34027104:11(695-701)Online publication date: 3-Jun-2020
    • (2019)Hybrid Crowd-Machine Wrapper InferenceACM Transactions on Knowledge Discovery from Data10.1145/334472013:5(1-43)Online publication date: 24-Sep-2019
    • (2018)Detecting Linked Data quality issues via crowdsourcingSemantic Web10.3233/SW-1602399:3(303-335)Online publication date: 1-Jan-2018
    • (2017)Crowdsourcing for data managementKnowledge and Information Systems10.1007/s10115-017-1057-x53:1(1-41)Online publication date: 1-Oct-2017
    • (2016)Geographically weighted evidence combination approaches for combining discordant and inconsistent volunteered geographical informationGeoinformatica10.1007/s10707-016-0248-z20:3(503-527)Online publication date: 1-Jul-2016
    • (2015)ALEXProceedings of the 2015 ACM SIGMOD International Conference on Management of Data10.1145/2723372.2749428(1839-1853)Online publication date: 27-May-2015
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