Concepedia

Exploratory Data Analysis

Exploratory Data Analysis is a systematic approach within data analytics that employs descriptive statistics and visualization techniques to examine, summarize, and uncover underlying patterns, anomalies, or structural features in datasets prior to formal modeling, distinguishing it from confirmatory or predictive analytics by its hypothesis-generating, open-ended nature.

1.4K

Publications

223.4K

Citations

3.1K

Authors

1.1K

Institutions

Publications per year

2017–2026

445

Variants

Eda

Parents

Children

Publications

1.4K

ggplot2: Elegant Graphics for Data Analysis

Cedric E. Ginestet · Journal of the Royal Statistical Society Series A (Statistics in Society) · 2011 · 14.8K citations

, , +8

R: A Language for Data Analysis and Graphics

Ross Ihaka, Robert Gentleman · Journal of Computational and Graphical Statistics · 1996 · 10.4K citations

, , +9

Best practices in exploratory factor analysis: four recommendations for getting the most from your analysis

Anna B. Costello, Jason W. Osborne · 2020 · 10.2K citations · Full text

, , +6

<b>FactoMineR</b> : An <i>R</i> Package for Multivariate Analysis

Sébastien Lê, Julie Josse, François Husson · Journal of Statistical Software · 2008 · 9.9K citations · Full text

, , +14

A protocol for data exploration to avoid common statistical problems

Alain F. Zuur, Elena N. Ieno, Chris S. Elphick · Methods in Ecology and Evolution · 2009 · 8.1K citations · Full text

, , +17

1–5 of 1.4K

Authors

3.1K

  1. JW
    John W. Tukey

    Princeton University, United States

    13 publications · 4.6K citations

    12

    h-index

  2. BS
    Ben Shneiderman

    University of Maryland, College Park, United States

    11 publications · 1K citations

    11

    h-index

  3. DC
    Dianne Cook

    Iowa State University, United States

    11 publications · 1.4K citations

    11

    h-index

  4. DC
    David C. Hoaglin

    Harvard University, United States

    12 publications · 3.2K citations

    11

    h-index

  5. RD
    R. Dennis Cook

    University of Minnesota, United States

    9 publications · 824 citations

    9

    h-index

1–5 of 3.1K

Institutions

1.1K

  1. University of California, Berkeley

    Berkeley, United States

    17 h-index

    44 publications

    3.4K citations

  2. Stanford University

    Stanford, United States

    16 h-index

    42 publications

    9K citations

  3. University of Michigan

    Ann Arbor, United States

    16 h-index

    34 publications

    7.4K citations

  4. University of Maryland, College Park

    College Park, United States

    16 h-index

    47 publications

    3.8K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    14 h-index

    33 publications

    1.3K citations

  6. University of Cambridge

    Cambridge, United Kingdom

    14 h-index

    36 publications

    3.2K citations

  7. University of Washington

    Seattle, United States

    13 h-index

    27 publications

    1.9K citations

  8. University of Illinois Urbana-Champaign

    Urbana, United States

    13 h-index

    36 publications

    2.4K citations

1–8 of 1.1K

Venues

  1. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 32 publications · 2.6K citations

    25

    h-index

  2. Technometrics

    31 publications · 3.1K citations

    20

    h-index

  3. Journal of Computational and Graphical Statistics

    JCGS · 22 publications · 18.3K citations

    18

    h-index

  4. Journal of the American Statistical Association

    20 publications · 1.5K citations

    16

    h-index

  5. The American Statistician

    25 publications · 3.5K citations

    16

    h-index

1–5