Concepedia

Data-driven Discovery

Data-Driven Discovery is a scientific methodology in which empirical data serve as the primary basis for generating hypotheses, models, or theories, distinguished from theory-driven approaches by its reliance on observational or experimental data to guide and initiate the discovery process.

340

Publications

26.1K

Citations

1.6K

Authors

612

Institutions

Publications per year

2017–2026

227

Parents

Publications

340

Data-driven discovery of partial differential equations

Samuel Rudy, Steven L. Brunton, Joshua L. Proctor et al. · Science Advances · 2017 · 1.5K citations · Full text

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Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

Anuj Karpatne, Gowtham Atluri, James H. Faghmous et al. · IEEE Transactions on Knowledge and Data Engineering · 2017 · 1.5K citations · Full text

, , +17

The Fourth Paradigm: Data-Intensive Scientific Discovery

Iain Buchan, John Winn, Chris Bishop · 2009 · 1.4K citations

, , +14

Constructing mystery: Empirical matters in theory development

Mats Alvesson, Dan Kärreman · Academy of Management Review · 2007 · 1.3K citations

, , +16

Perspective: Materials informatics and big data: Realization of the “fourth paradigm” of science in materials science

Ankit Agrawal, Alok Choudhary · APL Materials · 2016 · 1.3K citations · Full text

, , +15

1–5 of 340

Authors

1.6K

  1. JN
    J. Nathan Kutz

    University of Washington Applied Physics Laboratory, United States

    10 publications · 2.2K citations

    10

    h-index

  2. SL
    Steven L. Brunton

    University of Washington, United States

    8 publications · 2K citations

    8

    h-index

  3. VH
    Vasant Honavar

    Iowa State University, United States

    5 publications · 106 citations

    5

    h-index

  4. PP
    Paris Perdikaris

    University of Pennsylvania, United States

    4 publications · 1.6K citations

    4

    h-index

  5. GE
    George Em Karniadakis

    Brown University, United States

    4 publications · 1.6K citations

    4

    h-index

1–5 of 1.6K

Institutions

612

  1. University of Washington

    Seattle, United States

    13 h-index

    37 publications

    5K citations

  2. University of Washington Applied Physics Laboratory

    Seattle, United States

    10 h-index

    25 publications

    4.8K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    21 publications

    1.1K citations

  4. Johns Hopkins University

    Baltimore, United States

    9 h-index

    22 publications

    1K citations

  5. University of Cambridge

    Cambridge, United Kingdom

    8 h-index

    19 publications

    870 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    8 h-index

    17 publications

    429 citations

  7. University of Chicago

    Chicago, United States

    7 h-index

    32 publications

    977 citations

  8. University of Southern California

    Los Angeles, United States

    7 h-index

    19 publications

    450 citations

1–8 of 612

Venues

  1. arXiv (Cornell University)

    Repository · 13 publications · 1.6K citations

    11

    h-index

  2. Nature Communications

    8 publications · 1.1K citations

    8

    h-index

  3. Scientific Reports

    7 publications · 396 citations

    7

    h-index

  4. Chemical Science

    7 publications · 356 citations

    6

    h-index

  5. Proceedings of the VLDB Endowment

    PVLDB · 6 publications · 236 citations

    6

    h-index

1–5