Concepedia

Data Cleaning

Data Cleaning is a data preprocessing activity within the broader category of data management and analysis processes, distinguished by its focus on detecting, correcting, or removing inaccurate, incomplete, irrelevant, or duplicated data entries to ensure data quality and consistency for subsequent analytics, mining, engineering, or clinical and spatial data applications.

1.2K

Publications

97.2K

Citations

3.2K

Authors

1.2K

Institutions

Publications per year

2017–2026

401

Variants

Data Cleansing

Parents

Children

Publications

1.2K

Data Reduction and Error Analysis for the Physical Sciences.

E. L. C., P. R. Bevington · Journal of the American Statistical Association · 1972 · 3.6K citations

, , +6

Data management and analysis methods.

A. Michael Huberman, Matthew B. Miles · 1994 · 3.3K citations

, , +12

KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework

Jesús Alcalá‐Fdez, Alberto Fernández, Julián Luengo et al. · 2011 · 2.4K citations

, , +14

Data Management and Analysis Methods

Gery W. Ryan, H. Russell Bernard · 2000 · 2K citations

, , +12

The prevention and handling of the missing data

Hyun Kang · Korean journal of anesthesiology · 2013 · 1.7K citations · Full text

, , +16

1–5 of 1.2K

Authors

3.2K

  1. NT
    Nan Tang

    Tsinghua University, China

    26 publications · 2.2K citations

    21

    h-index

  2. IF
    Ihab F. Ilyas

    University of Waterloo, Canada

    20 publications · 2.8K citations

    20

    h-index

  3. MO
    Mourad Ouzzani

    Purdue University West Lafayette, United States

    19 publications · 1.7K citations

    17

    h-index

  4. PP
    Paolo Papotti

    EURECOM, France

    17 publications · 1.7K citations

    14

    h-index

  5. FG
    Floris Geerts

    University of Edinburgh, United Kingdom

    14 publications · 1.3K citations

    14

    h-index

1–5 of 3.2K

Institutions

1.2K

  1. University of Waterloo

    Waterloo, Canada

    20 h-index

    43 publications

    4.8K citations

  2. Tsinghua University

    Beijing, China

    19 h-index

    56 publications

    3.5K citations

  3. Stanford University

    Stanford, United States

    14 h-index

    25 publications

    2K citations

  4. University of Edinburgh

    Edinburgh, United Kingdom

    13 h-index

    39 publications

    4.8K citations

  5. University of California, Berkeley

    Berkeley, United States

    12 h-index

    36 publications

    3.6K citations

  6. Harbin Institute of Technology

    Harbin, China

    12 h-index

    44 publications

    3.4K citations

  7. University of Technology Sydney

    Sydney, Australia

    12 h-index

    20 publications

    1.8K citations

  8. AT&T (United States)

    Bedminster, United States

    12 h-index

    20 publications

    1.8K citations

1–8 of 1.2K

Venues

  1. Proceedings of the VLDB Endowment

    PVLDB · 40 publications · 3.2K citations

    31

    h-index

  2. Information Sciences

    18 publications · 1K citations

    17

    h-index

  3. arXiv (Cornell University)

    Repository · 15 publications · 483 citations

    13

    h-index

  4. Expert Systems with Applications

    13 publications · 455 citations

    13

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 10 publications · 1.2K citations

    10

    h-index

1–5