Concepedia

Data-driven Problem Identification

Data-Driven Problem Identification is a systematic approach to recognizing and formulating problems by analyzing empirical data, distinguished from intuition- or theory-driven methods through its reliance on observable patterns and quantitative evidence to detect anomalies, gaps, or inefficiencies requiring investigation or intervention.

40

Publications

1.7K

Citations

126

Authors

86

Institutions

Publications per year

2017–2026

29

Parents

Publications

40

Data-driven identification of prognostic tumor subpopulations using spatially mapped t-SNE of mass spectrometry imaging data

Walid M. Abdelmoula, Benjamin Balluff, Sonja Englert et al. · Proceedings of the National Academy of Sciences · 2016 · 185 citations · Full text

, , +17

Data-driven discovery of PDEs in complex datasets

Jens Berg, Kaj Nyström · Journal of Computational Physics · 2019 · 159 citations · Full text

, , +14

Learning in Non-Stationary Environments : Methods and Applications

Moamar Sayed‐Mouchaweh, Edwin Lughofer · HAL (Le Centre pour la Communication Scientifique Directe) · 2012 · 133 citations

, , +13

Data-Driven system identification of 6-DoF ship motion in waves with neural networks

Kevin M. Silva, Kevin J. Maki · Applied Ocean Research · 2022 · 96 citations · Full text

, , +16

Urban Informatics in the Science and Practice of Planning

Constantine E. Kontokosta · Journal of Planning Education and Research · 2018 · 81 citations

, , +17

1–5 of 40

Authors

126

  1. CJ
    Christopher J. Ruhm

    University of Virginia, United States

    2 publications · 73 citations

    2

    h-index

  2. SZ
    Sibylle Ziegler

    Technical University of Munich, Germany

    1 publications · 39 citations

    1

    h-index

  3. US
    Uluc̣ Saranlı

    Bilkent University, Türkiye

    1 publications · 17 citations

    1

    h-index

  4. KM
    Kevin M. Silva

    University of Michigan, United States

    1 publications · 96 citations

    1

    h-index

  5. HK
    Heeyeul Kwon

    Seoul National University, South Korea

    1 publications · 16 citations

    1

    h-index

1–5 of 126

Institutions

86

  1. Maastricht University

    Maastricht, The Netherlands

    3 h-index

    6 publications

    278 citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    3 publications

    82 citations

  3. University of California, Irvine

    Irvine, United States

    2 h-index

    3 publications

    202 citations

  4. Tallinn University of Technology

    Tallinn, Estonia

    1 h-index

    2 publications

    26 citations

  5. University of Virginia

    Charlottesville, United States

    1 h-index

    1 publications

    37 citations

  6. Universidad Autónoma de Madrid

    Madrid, Spain

    1 h-index

    1 publications

    34 citations

  7. Mercy Hospital

    St Louis, United States

    1 h-index

    1 publications

    21 citations

  8. Institut Gustave Roussy

    Villejuif, France

    1 h-index

    1 publications

    22 citations

1–8 of 86

Venues

  1. Energy

    4 publications · 157 citations

    4

    h-index

  2. Nature Machine Intelligence

    1 publications · 34 citations

    1

    h-index

  3. Journal of Navigation

    1 publications · 23 citations

    1

    h-index

  4. Critical Social Policy

    CSR · 1 publications · 23 citations

    1

    h-index

  5. Università del Salento

    Repository · 1 publications · 21 citations

    1

    h-index

1–5