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Whang, Steven Euijong (황의종)
부교수, (전기및전자공학부)
Research Area
Big data-AI Integration, Responsible AI, Big Data Analytics
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    NO Title, Author(s) (Publication Title, Volume Issue, Page, Issue Date)
    1
    Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective

    Whang, Steven Euijong; Roh, Yuji; Song, Hwanjun; et al, VLDB JOURNAL, v.32, no.4, pp.791 - 813, 2023-07

    2
    강건하고 공정하며 확장 가능한 데이터 중심의 연속 학습

    이재길; 신기정; 박찬영; et al, 정보과학회지, v.40, no.11, pp.53 - 58, 2022-11

    3
    A Survey on Data Collection for Machine Learning: a Big Data - AI Integration Perspective

    Roh, Yuji; Heo, Geon; Whang, Steven Euijong, IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, v.33, no.4, pp.1328 - 1347, 2021-04

    4
    Responsible AI Challenges in End-to-end Machine Learning

    Whang, Steven Euijong; Tae, Ki Hyun; Roh, Yuji; et al, The Bulletin of the Technical Committee on Data Engineering, v.44, no.1, pp.79 - 91, 2021-03

    5
    Automated Data Slicing for Model Validation: A Big data - AI Integration Approach

    Chung, Yeounoh; Kraska, Tim; Polyzotis, Neoklis; et al, IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, v.32, no.12, pp.2284 - 2296, 2020-12

    6
    Data Collection and Quality Challenges for Deep Learning

    Whang, Steven Euijong; Lee, Jae-Gil, PROCEEDINGS OF THE VLDB ENDOWMENT, v.13, no.12, pp.3429 - 3432, 2020-08

    7
    Data Lifecycle Challenges in Production Machine Learning: A Survey

    Polyzotis, Neoklis; Roy, Sudip; Whang, Steven Euijong; et al, SIGMOD RECORD, v.47, no.2, pp.17 - 28, 2018-06

    8
    Managing Google’s data lake: an overview of the Goods system

    Halevy, Alon; Korn, Flip; Noy, Natalya F.; et al, IEEE Data Engineering Bulletin, v.39, no.3, pp.5 - 14, 2016-09

    9
    Incremental entity resolution on rules and data

    Whang, Steven Euijong; Garcia-Molina, Hector, VLDB JOURNAL, v.23, no.1, pp.77 - 102, 2014-02

    10
    Joint entity resolution on multiple datasets

    Whang, Steven Euijong; Garcia-Molina, Hector, VLDB JOURNAL, v.22, no.6, pp.773 - 795, 2013-12

    11
    Pay-As-You-Go Entity Resolution

    Whang, Steven Euijong; Marmaros, David; Garcia-Molina, Hector, IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, v.25, no.5, pp.1111 - 1124, 2013-05

    12
    Developments in Generic Entity Resolution

    Whang, Steven Euijong; Garcia-Molina, Hector, IEEE Data Engineering Bulletin, v.34, no.3, pp.51 - 59, 2011-09

    13
    Generic entity resolution with negative rules

    Whang, Steven Euijong; Benjelloun, Omar; Garcia-Molina, Hector, VLDB JOURNAL, v.18, no.6, pp.1261 - 1277, 2009-12

    14
    Swoosh: a generic approach to entity resolution

    Benjelloun, Omar; Garcia-Molina, Hector; Menestrina, David; et al, VLDB JOURNAL, v.18, no.1, pp.255 - 276, 2009-01

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