ESTIMATING SUBGROUP- AND INDIVIDUAL-LEVEL TREATMENT EFFECTS USING MACHINE LEARNING

被引：0
|
作者：
Hattab, Z. [1 ]
Sadique, Z. [2 ]
O'Neill, S. [3 ]
Ramnarayan, P. [4 ]
机构：
[1] Natl Univ Ireland Galway, Galway G, Ireland
[2] London Sch Hyg & Trop Med, Galway, Ireland
[3] Natl Univ Ireland, Galway, Ireland
[4] Great Ormond St Hosp Sick Children, London, England
来源：
VALUE IN HEALTH | 2022年 / 25卷 / 12期
关键词：
D O I：
暂无
中图分类号：
F [经济];
学科分类号：
02 ;
摘要：
P31
引用
收藏
页码：S7 / S8
页数：2
相关论文
共 50 条
  • [1] A Machine-Learning Approach for Estimating Subgroup- and Individual-Level Treatment Effects: An Illustration Using the 65 Trial
    Sadique, Zia
    Grieve, Richard
    Diaz-Ordaz, Karla
    Mouncey, Paul
    Lamontagne, Francois
    O'Neill, Stephen
    [J]. MEDICAL DECISION MAKING, 2022, 42 (07) : 923 - 936
  • [2] Computational approaches and machine learning for individual-level treatment predictions
    Martin P. Paulus
    Wesley K. Thompson
    [J]. Psychopharmacology, 2021, 238 : 1231 - 1239
  • [3] Computational approaches and machine learning for individual-level treatment predictions
    Paulus, Martin P.
    Thompson, Wesley K.
    [J]. PSYCHOPHARMACOLOGY, 2021, 238 (05) : 1231 - 1239
  • [4] Estimating individual-level pig growth trajectories from group-level weight time series using machine learning
    Taylor, Christian
    Guy, Jonathan
    Bacardit, Jaume
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2023, 208
  • [5] Estimating individual-level optimal causal interventions combining causal models and machine learning models
    Kiritoshi, Keisuke
    Izumitani, Tomonori
    Koyama, Kazuki
    Okawachi, Tomomi
    Asahara, Keisuke
    Shimizu, Shohei
    [J]. KDD'21 WORKSHOP ON CAUSAL DISCOVERY, VOL 150, 2021, 150 : 55 - 77
  • [6] Estimating Risk Aversion Using Individual-Level Survey Data
    Kim, Young-Il
    Lee, Jungmin
    [J]. KOREAN ECONOMIC REVIEW, 2012, 28 (02): : 221 - 239
  • [7] Machine learning for estimating individual treatment effects in randomized controlled trials
    Verstraete, Kenneth
    Das, Nilakash
    Gyselinck, Iwein
    De Vos, Maarten
    Janssens, Wim
    [J]. EUROPEAN RESPIRATORY JOURNAL, 2021, 58
  • [8] Estimating individual-level plant traits at scale
    Marconi, Sergio
    Graves, Sarah J.
    Weinstein, Ben G.
    Bohlman, Stephanie
    White, Ethan P.
    [J]. ECOLOGICAL APPLICATIONS, 2021, 31 (04)
  • [9] METHODS FOR ESTIMATING INDIVIDUAL-LEVEL AND GROUP-LEVEL CORRELATIONS
    GOLLOB, HF
    [J]. JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 1991, 60 (03) : 376 - 381
  • [10] A Framework for Separating Individual-Level Treatment Effects From Spillover Effects
    Huber, Martin
    Steinmayr, Andreas
    [J]. JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2021, 39 (02) : 422 - 436
12345