Concepedia

Automated Data Cleaning

Automated Data Cleaning is a data preprocessing methodology that systematically identifies, corrects, or removes inaccuracies, inconsistencies, and errors in datasets through algorithmic or rule-based procedures without substantial human intervention.

114

Publications

5.7K

Citations

466

Authors

201

Institutions

Publications per year

2017–2026

61

Parents

Publications

114

MegaDepth: Learning Single-View Depth Prediction from Internet Photos

Zhengqi Li, Noah Snavely · 2018 · 1.1K citations

, , +16

Real-world Data is Dirty: Data Cleansing and The Merge/Purge Problem

Mauricio A. Hernández, Salvatore J. Stolfo · Data Mining and Knowledge Discovery · 1998 · 813 citations

, , +16

KATARA

Xu Chu, John Morcos, Ihab F. Ilyas et al. · 2015 · 276 citations

, , +14

Discovering informative patterns and data cleaning

Isabelle Guyon, Nada Matic, Vladimir Vapnik · 1996 · 235 citations

, , +15

Guided data repair

Mohamed Yakout, Ahmed K. Elmagarmid, Jennifer Neville et al. · Proceedings of the VLDB Endowment · 2011 · 217 citations

, , +14

1–5 of 114

Authors

466

  1. NT
    Nan Tang

    Tsinghua University, China

    7 publications · 440 citations

    7

    h-index

  2. MO
    Mourad Ouzzani

    Purdue University West Lafayette, United States

    6 publications · 594 citations

    6

    h-index

  3. TM
    Tova Milo

    Tel Aviv University, Israel

    5 publications · 114 citations

    5

    h-index

  4. SN
    Slava Novgorodov

    Tel Aviv University, Israel

    4 publications · 98 citations

    4

    h-index

  5. AK
    Ahmed K. Elmagarmid

    Purdue University West Lafayette, United States

    4 publications · 401 citations

    4

    h-index

1–5 of 466

Institutions

201

  1. Tel Aviv University

    Tel Aviv, Israel

    6 h-index

    17 publications

    370 citations

  2. Microsoft (United States)

    Redmond, United States

    4 h-index

    6 publications

    319 citations

  3. University of Waterloo

    Waterloo, Canada

    4 h-index

    8 publications

    1K citations

  4. Qatar Airways (Qatar)

    Doha, Qatar

    3 h-index

    7 publications

    1.3K citations

  5. Simon Fraser University

    Burnaby, Canada

    3 h-index

    5 publications

    405 citations

  6. Purdue University West Lafayette

    West Lafayette, United States

    3 h-index

    4 publications

    464 citations

  7. University of California, Santa Cruz

    Santa Cruz, United States

    2 h-index

    2 publications

    65 citations

  8. University of Edinburgh

    Edinburgh, United Kingdom

    2 h-index

    4 publications

    84 citations

1–8 of 201

Venues

  1. Proceedings of the VLDB Endowment

    PVLDB · 7 publications · 370 citations

    7

    h-index

  2. arXiv (Cornell University)

    Repository · 3 publications · 128 citations

    3

    h-index

  3. IEEE Access

    2 publications · 205 citations

    2

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 29 citations

    2

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 58 citations

    2

    h-index

1–5