Concepedia

Variable Selection For Heterogeneity

Variable Selection for Heterogeneity is a methodological framework within causal inference that identifies covariates which systematically modify treatment effects in order to distinguish heterogeneous from homogeneous response patterns across subpopulations.

23

Publications

1.1K

Citations

62

Authors

54

Institutions

Publications per year

2017–2026

5

Parents

Publications

23

Variable selection in regression with compositional covariates

Wei Lin, Peijun Shi, Rui Feng et al. · Biometrika · 2014 · 269 citations

, , +9

Variable selection for optimal treatment decision

Wenbin Lu, Hao Helen Zhang, Donglin Zeng · Statistical Methods in Medical Research · 2011 · 179 citations

, , +12

On ecological fallacy, assessment errors stemming from misguided variable selection, and the effect of aggregation on the outcome of epidemiological study

Boris A. Portnov, Jonathan Dubnov, Micha Barchana · Journal of Exposure Science & Environmental Epidemiology · 2006 · 90 citations

, , +16

Variable selection for propensity score models when estimating treatment effects on multiple outcomes: a simulation study

Richard Wyss, Cynthia J. Girman, Robert LoCasale et al. · Pharmacoepidemiology and Drug Safety · 2012 · 83 citations · Full text

, , +14

Individualized Multidirectional Variable Selection

Xiwei Tang, Fei Xue, Annie Qu · Journal of the American Statistical Association · 2020 · 49 citations

, , +16

1–5 of 23

Authors

62

  1. HL
    Heng Lian

    Nanyang Technological University, Singapore

    4 publications · 126 citations

    4

    h-index

  2. JL
    Jin Liu

    Duke-NUS Medical School, Singapore

    2 publications · 24 citations

    2

    h-index

  3. GL
    Gaorong Li

    Beijing University of Technology, China

    2 publications · 74 citations

    2

    h-index

  4. SZ
    Sanguo Zhang

    University of Chinese Academy of Sciences, China

    2 publications · 24 citations

    2

    h-index

  5. SM
    Shuangge Ma

    Yale University, United States

    2 publications · 24 citations

    2

    h-index

1–5 of 62

Institutions

54

  1. Nanyang Technological University

    Singapore, Singapore

    4 h-index

    6 publications

    178 citations

  2. Beijing University of Technology

    Beijing, China

    3 h-index

    5 publications

    139 citations

  3. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    3 h-index

    6 publications

    521 citations

  4. University of Pennsylvania

    Philadelphia, United States

    2 h-index

    5 publications

    1.1K citations

  5. Vienna University of Economics and Business

    Vienna, Austria

    2 h-index

    2 publications

    51 citations

  6. Yale University

    New Haven, United States

    2 h-index

    2 publications

    24 citations

  7. University of Iowa

    Iowa City, United States

    2 h-index

    2 publications

    24 citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    2 h-index

    5 publications

    62 citations

1–8 of 54

Venues

  1. Journal of Econometrics

    2 publications · 51 citations

    2

    h-index

  2. Statistica Sinica

    1 publications · 14 citations

    1

    h-index

  3. Metrika

    1 publications · 11 citations

    1

    h-index

  4. Statistical Methods in Medical Research

    1 publications · 179 citations

    1

    h-index

  5. Scandinavian Journal of Statistics

    1 publications · 22 citations

    1

    h-index

1–5