Concepedia

Counterfactual Evaluation

Counterfactual Evaluation is a methodological framework within recommendation system evaluation that estimates the performance of a recommender model by simulating hypothetical user interactions under alternative recommendation policies, differing from traditional evaluation approaches by inferring outcomes for unobserved actions using causal inference techniques.

335

Publications

25K

Citations

804

Authors

409

Institutions

Publications per year

2017–2026

135

Parents

Publications

335

Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available: Table 1.

Miguel A. Hernán, James M. Robins · American Journal of Epidemiology · 2016 · 2.7K citations · Full text

, , +16

Explaining machine learning classifiers through diverse counterfactual explanations

Ramaravind Kommiya Mothilal, Amit Sharma, Chenhao Tan · 2020 · 1.1K citations · Full text

, , +13

Confounding and Collapsibility in Causal Inference

Sander Greenland, Judea Pearl, James M. Robins · Statistical Science · 1999 · 934 citations · Full text

, , +13

The functional basis of counterfactual thinking.

Neal J. Roese · Journal of Personality and Social Psychology · 1994 · 683 citations · Full text

, , +14

Application of Fairness Theory to Service Failures and Service Recovery

Janet R. McColl‐Kennedy, Beverley Sparks · Journal of Service Research · 2003 · 642 citations

, , +17

1–5 of 335

Authors

804

  1. NJ
    Neal J. Roese

    Northwestern University, United States

    6 publications · 1.1K citations

    6

    h-index

  2. KD
    Keith D. Markman

    Ohio University, United States

    6 publications · 346 citations

    6

    h-index

  3. TJ
    Thorsten Joachims

    Cornell University, United States

    6 publications · 174 citations

    6

    h-index

  4. VH
    Victoria Husted Medvec

    Cornell University, United States

    5 publications · 1K citations

    5

    h-index

  5. LJ
    Lawrence J. Sanna

    University of Michigan, United States

    5 publications · 419 citations

    5

    h-index

1–5 of 804

Institutions

409

  1. Cornell University

    Ithaca, United States

    10 h-index

    22 publications

    1.4K citations

  2. University of California, Los Angeles

    Los Angeles, United States

    9 h-index

    24 publications

    2K citations

  3. Harvard University

    Cambridge, United States

    8 h-index

    12 publications

    294 citations

  4. University of Milan

    Milan, Italy

    7 h-index

    12 publications

    440 citations

  5. University of Cambridge

    Cambridge, United Kingdom

    5 h-index

    9 publications

    268 citations

  6. University of Washington

    Seattle, United States

    5 h-index

    12 publications

    697 citations

  7. UiT The Arctic University of Norway

    Tromsø, Norway

    5 h-index

    6 publications

    210 citations

  8. Northwestern University

    Evanston, United States

    5 h-index

    6 publications

    613 citations

1–8 of 409

Venues

  1. Journal of Personality and Social Psychology

    19 publications · 3.4K citations

    18

    h-index

  2. SSRN Electronic Journal

    Repository · 17 publications · 554 citations

    14

    h-index

  3. arXiv (Cornell University)

    Repository · 12 publications · 320 citations

    11

    h-index

  4. Personality and Social Psychology Bulletin

    PSPB · 10 publications · 1K citations

    10

    h-index

  5. Journal of Experimental Social Psychology

    10 publications · 874 citations

    10

    h-index

1–5