Concepedia

Propensity Scoring

Propensity Scoring is a statistical technique used in recommendation evaluation that estimates the likelihood of an item being recommended to a user based on observed user and item characteristics, distinguishing it from other evaluation methods by explicitly modeling the selection bias inherent in observational recommendation data.

1.7K

Publications

121.4K

Citations

9.7K

Authors

2.9K

Institutions

Publications per year

2017–2026

725

Parents

Publications

1.7K

Reducing Bias in Observational Studies Using Subclassification on the Propensity Score

Paul R. Rosenbaum, Donald B. Rubin · Journal of the American Statistical Association · 1984 · 3.2K citations · Full text

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Reducing Bias in Observational Studies Using Subclassification on the Propensity Score

Paul R. Rosenbaum, Donald B. Rubin · Journal of the American Statistical Association · 1984 · 3.1K citations

, , +17

Estimation of Average Treatment Effects Based on Propensity Scores

Sascha O. Becker, Andrea Ichino · The Stata Journal Promoting communications on statistics and Stata · 2002 · 2.8K citations · Full text

, , +14

Causal Effects in Nonexperimental Studies: Reevaluating the Evaluation of Training Programs

Rajeev Dehejia, Sadek Wahba · Journal of the American Statistical Association · 1999 · 2.4K citations

, , +17

Using Propensity Scores to Help Design Observational Studies: Application to the Tobacco Litigation

Donald B. Rubin · Health Services and Outcomes Research Methodology · 2001 · 2.2K citations

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1–5 of 1.7K

Authors

9.7K

  1. EA
    Elizabeth A. Stuart

    Johns Hopkins University, United States

    15 publications · 3.7K citations

    14

    h-index

  2. PC
    Peter C. Austin

    University of Toronto, Canada

    14 publications · 2.7K citations

    13

    h-index

  3. SS
    Sebastian Schneeweiß

    Brigham and Women's Hospital, United States

    13 publications · 1.8K citations

    13

    h-index

  4. RJ
    Robert J. Glynn

    Brigham and Women's Hospital, United States

    12 publications · 2K citations

    12

    h-index

  5. PC
    Phasit Charoenkwan

    Chiang Mai University, Thailand

    12 publications · 926 citations

    12

    h-index

1–5 of 9.7K

Institutions

2.9K

  1. Harvard University

    Cambridge, United States

    50 h-index

    239 publications

    26.4K citations

  2. University of Pennsylvania

    Philadelphia, United States

    36 h-index

    142 publications

    13.6K citations

  3. Brigham and Women's Hospital

    Boston, United States

    34 h-index

    173 publications

    17.2K citations

  4. Johns Hopkins University

    Baltimore, United States

    29 h-index

    114 publications

    12.5K citations

  5. Inserm

    Paris, France

    27 h-index

    199 publications

    12.7K citations

  6. University of Michigan

    Ann Arbor, United States

    25 h-index

    69 publications

    6.9K citations

  7. University of Toronto

    Toronto, Canada

    24 h-index

    127 publications

    10.4K citations

  8. Cleveland Clinic

    Cleveland, United States

    23 h-index

    118 publications

    5.5K citations

1–8 of 2.9K

Venues

  1. PLoS ONE

    42 publications · 2.2K citations

    26

    h-index

  2. Statistics in Medicine

    33 publications · 7.6K citations

    25

    h-index

  3. Pharmacoepidemiology and Drug Safety

    21 publications · 2.1K citations

    18

    h-index

  4. American Journal of Epidemiology

    AJE · 17 publications · 2.3K citations

    15

    h-index

  5. Scientific Reports

    20 publications · 606 citations

    15

    h-index

1–5