Concepedia

Data-driven Modeling

Data-Driven Modeling is a computational modeling approach that belongs to the class of modeling methodologies in which the structure and parameters of the model are derived primarily from empirical data rather than from first-principles physics or theoretical assumptions.

1.4K

Publications

67.5K

Citations

5.3K

Authors

1.6K

Institutions

Publications per year

2017–2026

965

Variants

Data-driven Modelling

Parents

Publications

1.4K

A Nearest Neighbor Bootstrap For Resampling Hydrologic Time Series

Upmanu Lall, Ashish Sharma · Water Resources Research · 1996 · 789 citations

, , +16

Modeling sample variables with an Experimental Factor Ontology

James Malone, Ele Holloway, Tomasz Adamusiak et al. · Bioinformatics · 2010 · 634 citations · Full text

, , +10

Data-driven science and engineering: machine learning, dynamical systems, and control

Thomas Peters · Contemporary Physics · 2019 · 624 citations

, , +17

Review on data-driven modeling and monitoring for plant-wide industrial processes

Zhiqiang Ge · Chemometrics and Intelligent Laboratory Systems · 2017 · 622 citations

, , +14

A paradigm for data-driven predictive modeling using field inversion and machine learning

Eric Parish, Karthik Duraisamy · Journal of Computational Physics · 2015 · 600 citations

, , +16

1–5 of 1.4K

Authors

5.3K

  1. QC
    Qing Chang

    Stony Brook University, United States

    7 publications · 340 citations

    7

    h-index

  2. FC
    Francisco Chinesta

    Arts et Métiers, France

    7 publications · 503 citations

    7

    h-index

  3. FV
    Felipe Viana

    University of Central Florida, United States

    6 publications · 291 citations

    6

    h-index

  4. JY
    Juliana Y. Leung

    University of Alberta, Canada

    6 publications · 118 citations

    6

    h-index

  5. SL
    Steven L. Brunton

    University of Washington, United States

    6 publications · 570 citations

    6

    h-index

1–5 of 5.3K

Institutions

1.6K

  1. Massachusetts Institute of Technology

    Cambridge, United States

    19 h-index

    35 publications

    1.7K citations

  2. Chinese Academy of Sciences

    Beijing, China

    18 h-index

    69 publications

    3.2K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    18 h-index

    65 publications

    2.8K citations

  4. ETH Zurich

    Zurich, Switzerland

    17 h-index

    50 publications

    2.5K citations

  5. Tsinghua University

    Beijing, China

    17 h-index

    51 publications

    3K citations

  6. University of California, Berkeley

    Berkeley, United States

    16 h-index

    53 publications

    3.6K citations

  7. Imperial College London

    London, United Kingdom

    15 h-index

    24 publications

    1.4K citations

  8. Delft University of Technology

    Delft, The Netherlands

    15 h-index

    37 publications

    2.2K citations

1–8 of 1.6K

Venues

  1. arXiv (Cornell University)

    Repository · 36 publications · 1.3K citations

    20

    h-index

  2. Industrial & Engineering Chemistry Research

    20 publications · 587 citations

    17

    h-index

  3. IEEE Access

    15 publications · 558 citations

    13

    h-index

  4. IEEE Transactions on Industrial Informatics

    13 publications · 984 citations

    13

    h-index

  5. 11

    h-index

1–5