Concepedia

Data-driven Scientific Discovery

Data-Driven Scientific Discovery is a scientific inquiry paradigm that distinguishes itself by prioritizing empirical data as the primary source of insight, enabling the formulation and validation of hypotheses through systematic analysis, pattern recognition, and computational modeling, rather than relying predominantly on theoretical or intuition-based approaches.

565

Publications

45.8K

Citations

2.7K

Authors

829

Institutions

Publications per year

2017–2026

295

Parents

Publications

565

Distilling Free-Form Natural Laws from Experimental Data

Michael Schmidt, Hod Lipson · Science · 2009 · 2.8K citations

, , +15

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

, , +16

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

1–5 of 565

Authors

2.7K

  1. SK
    Scott Klasky

    Oak Ridge National Laboratory, United States

    7 publications · 148 citations

    7

    h-index

  2. PL
    Pat Langley

    Stanford University, United States

    7 publications · 483 citations

    7

    h-index

  3. AK
    Anuj Karpatne

    Virginia Tech, United States

    6 publications · 2.2K citations

    6

    h-index

  4. JM
    Jan M. Żytkow

    Wichita State University, United States

    6 publications · 340 citations

    6

    h-index

  5. VK
    Vipin Kumar

    University of Minnesota, United States

    6 publications · 2.3K citations

    6

    h-index

1–5 of 2.7K

Institutions

829

  1. Massachusetts Institute of Technology

    Cambridge, United States

    16 h-index

    63 publications

    5.6K citations

  2. Argonne National Laboratory

    Lemont, United States

    14 h-index

    59 publications

    2.1K citations

  3. Oak Ridge National Laboratory

    Oak Ridge, United States

    14 h-index

    69 publications

    3.3K citations

  4. University of Washington

    Seattle, United States

    13 h-index

    37 publications

    3.3K citations

  5. University of Cambridge

    Cambridge, United Kingdom

    13 h-index

    36 publications

    4.6K citations

  6. Lawrence Berkeley National Laboratory

    Berkeley, United States

    13 h-index

    64 publications

    3.5K citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    12 h-index

    27 publications

    2.4K citations

  8. Harvard University

    Cambridge, United States

    11 h-index

    31 publications

    7K citations

1–8 of 829

Venues

  1. arXiv (Cornell University)

    Repository · 26 publications · 1.6K citations

    17

    h-index

  2. Proceedings of the National Academy of Sciences

    PNAS · 9 publications · 1.7K citations

    9

    h-index

  3. npj Computational Materials

    8 publications · 501 citations

    8

    h-index

  4. Science

    8 publications · 3.8K citations

    8

    h-index

  5. Nature Communications

    7 publications · 624 citations

    7

    h-index

1–5