Concepedia

Predictive Modeling

Predictive Modeling is a statistical and computational methodology within predictive analytics that involves constructing and utilizing a mathematical model to forecast future outcomes or behaviors based on historical and current data, distinguished by its focus on prediction accuracy and generalization to unseen observations.

7.7K

Publications

625K

Citations

22.2K

Authors

4.9K

Institutions

Publications per year

2017–2026

3.7K

Parents

Children

Publications

7.7K

"Why Should I Trust You?"

Marco Túlio Ribeiro, Sameer Singh, Carlos Guestrin · 2016 · 15.2K citations

, , +11

On a Method to Measure Supervised Multiclass Model’s Interpretability: Application to Degradation Diagnosis (Short Paper)

Dagstuhl Research Online Publication Server · 2024 · 13.3K citations · Full text

, , +17

Building Predictive Models in <i>R</i> Using the <b>caret</b> Package

Max Kühn · Journal of Statistical Software · 2008 · 9.3K citations · Full text

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A Unified Approach to Interpreting Model Predictions

Scott Lundberg, Su‐In Lee · arXiv (Cornell University) · 2017 · 7.6K citations · Full text

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A working guide to boosted regression trees

Jane Elith, John R. Leathwick, Trevor Hastie · Journal of Animal Ecology · 2008 · 6.5K citations · Full text

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1–5 of 7.7K

Authors

22.2K

  1. KG
    Karel G.M. Moons

    University Medical Center Utrecht, Netherlands

    36 publications · 25.5K citations

    34

    h-index

  2. EW
    Ewout W. Steyerberg

    Erasmus MC, Netherlands

    37 publications · 13.6K citations

    32

    h-index

  3. GS
    Gary S. Collins

    University of Oxford, United Kingdom

    32 publications · 26.1K citations

    30

    h-index

  4. JR
    José Rodríguez

    Federico Santa María Technical University, Chile

    41 publications · 7.1K citations

    25

    h-index

  5. JB
    Johannes B. Reitsma

    Amsterdam UMC Location University of Amsterdam, Netherlands

    23 publications · 24K citations

    22

    h-index

1–5 of 22.2K

Institutions

4.9K

  1. Stanford University

    Stanford, United States

    56 h-index

    218 publications

    43.4K citations

  2. University of Oxford

    Oxford, United Kingdom

    45 h-index

    135 publications

    51.7K citations

  3. University Medical Center Utrecht

    Utrecht, The Netherlands

    43 h-index

    195 publications

    87.8K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    41 h-index

    169 publications

    18.4K citations

  5. University of Michigan

    Ann Arbor, United States

    41 h-index

    195 publications

    15K citations

  6. University of California, Berkeley

    Berkeley, United States

    39 h-index

    159 publications

    19.6K citations

  7. Harvard University

    Cambridge, United States

    38 h-index

    114 publications

    21.6K citations

  8. University of Pennsylvania

    Philadelphia, United States

    38 h-index

    120 publications

    14.8K citations

1–8 of 4.9K

Venues

  1. arXiv (Cornell University)

    Repository · 183 publications · 16.4K citations

    46

    h-index

  2. Journal of the American Statistical Association

    83 publications · 18.5K citations

    44

    h-index

  3. International Journal of Forecasting

    83 publications · 6.3K citations

    41

    h-index

  4. SSRN Electronic Journal

    Repository · 125 publications · 7.1K citations

    39

    h-index

  5. IEEE Access

    79 publications · 3.9K citations

    37

    h-index

1–5