Concepedia

High-dimensional Heterogeneous Effects

High-Dimensional Heterogeneous Effects is a statistical framework in causal inference that characterizes the variation in treatment effects across a large number of covariates or subgroups, where the dimensionality of effect modifiers approaches or exceeds the sample size, necessitating regularization or dimensionality reduction techniques to identify structured heterogeneity.

27

Publications

1.1K

Citations

81

Authors

56

Institutions

Publications per year

2017–2026

18

Parents

Publications

27

Some methods for heterogeneous treatment effect estimation in high dimensions.

Scott Powers, Junyang Qian, Kenneth Jung et al. · PubMed · 2018 · 192 citations

, , +15

The dual effects of heterogeneous environmental regulation on the technological innovation of Chinese steel enterprises—Based on a high-dimensional fixed effects model

Xuehong Zhu, Xuguang Zuo, Hailing Li · Ecological Economics · 2021 · 127 citations

, , +12

Generic machine learning inference on heterogenous treatment effects in randomized experiments

Victor Chernozhukov, Mert Demirer, Esther Duflo et al. · 2018 · 120 citations

, , +17

Causal Inference Meets Machine Learning

Peng Cui, Zheyan Shen, Sheng Li et al. · 2020 · 49 citations

, , +13

Program evaluation with high-dimensional data

Alexandre Belloni, Victor Chernozhukov, Iván Fernández‐Val et al. · 2017 · 44 citations

, , +16

1–5 of 27

Authors

81

  1. VC
    Victor Chernozhukov

    Massachusetts Institute of Technology, United States

    4 publications · 227 citations

    4

    h-index

  2. IF
    Iván Fernández‐Val

    Boston University, United States

    3 publications · 203 citations

    3

    h-index

  3. JQ
    Junyang Qian

    Stanford University, United States

    2 publications · 221 citations

    2

    h-index

  4. CH
    Christian Hansen

    University of Chicago, United States

    2 publications · 68 citations

    2

    h-index

  5. MD
    Mert Demirer

    Massachusetts Institute of Technology, United States

    2 publications · 159 citations

    2

    h-index

1–5 of 81

Institutions

56

  1. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    3 h-index

    10 publications

    202 citations

  2. Politecnico di Milano

    Milan, Italy

    2 h-index

    5 publications

    195 citations

  3. Nestlé (Switzerland)

    Vevey, Switzerland

    2 h-index

    6 publications

    117 citations

  4. Stanford University

    Stanford, United States

    2 h-index

    14 publications

    1.5K citations

  5. University of Michigan

    Ann Arbor, United States

    2 h-index

    4 publications

    78 citations

  6. Ross School

    East Hampton, United States

    2 h-index

    4 publications

    78 citations

  7. The University of Texas at Dallas

    Richardson, United States

    2 h-index

    2 publications

    39 citations

  8. Flatiron Health (United States)

    New York, United States

    1 h-index

    1 publications

    23 citations

1–8 of 56

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 110 citations

    5

    h-index

  2. SSRN Electronic Journal

    Repository · 3 publications · 62 citations

    3

    h-index

  3. Statistics in Medicine

    1 publications · 29 citations

    1

    h-index

  4. reroDoc Digital Library

    Repository · 1 publications · 20 citations

    1

    h-index

  5. Numerische Mathematik

    1 publications · 23 citations

    1

    h-index

1–5