Citations (32)
Keep up to date with the latest research on this topic with citation updates for this article.
Read on this site (2)
Zachary K. Collier, Walter L. Leite & Haobai Zhang. (2023) Estimating propensity scores using neural networks and traditional methods: a comparative simulation study. Communications in Statistics - Simulation and Computation 52:9, pages 4545-4560.
Read now
Read now
Anthony J. Zagar, Zbigniew Kadziola, Ilya Lipkovich & Douglas E. Faries. (2017) Evaluating different strategies for estimating treatment effects in observational studies. Journal of Biopharmaceutical Statistics 27:3, pages 535-553.
Read now
Read now
Articles from other publishers (30)
Jason Poulos, Marcela Horvitz‐Lennon, Katya Zelevinsky, Tudor Cristea‐Platon, Thomas Huijskens, Pooja Tyagi, Jiaju Yan, Jordi Diaz & Sharon‐Lise Normand. (2024) Targeted learning in observational studies with multi‐valued treatments: An evaluation of antipsychotic drug treatment safety. Statistics in Medicine 43:8, pages 1489-1508.
Crossref
Crossref
Nicolas Loiseau, Paul Trichelair, Maxime He, Mathieu Andreux, Mikhail Zaslavskiy, Gilles Wainrib & Michael G. B. Blum. (2022) External control arm analysis: an evaluation of propensity score approaches, G-computation, and doubly debiased machine learning. BMC Medical Research Methodology 22:1.
Crossref
Crossref
Maxime Léger, Arthur Chatton, Florent Le Borgne, Romain Pirracchio, Sigismond Lasocki & Yohann Foucher. (2022) Causal inference in case of near‐violation of positivity: comparison of methods. Biometrical Journal 64:8, pages 1389-1403.
Crossref
Crossref
Antonella Plaia, Simona Buscemi, Johannes Fürnkranz & Eneldo Loza Mencía. (2021) Comparing Boosting and Bagging for Decision Trees of Rankings. Journal of Classification 39:1, pages 78-99.
Crossref
Crossref
Katharine M. Barry, Ramchandar Gomajee, Isabelle Kousignian, Joel José Herranz Bustamante, Paula Lakrout, Murielle Mary-Krause & Maria Melchior. (2022) Adolescent cannabis experimentation and unemployment in young to mid-adulthood: Results from the French TEMPO Cohort study. Drug and Alcohol Dependence 230, pages 109201.
Crossref
Crossref
Kosuke Inoue, Roch Nianogo, Donatello Telesca, Atsushi Goto, Vahe Khachadourian, Yusuke Tsugawa, Takehiro Sugiyama, Elizabeth Rose Mayeda & Beate Ritz. (2021) Low HbA1c levels and all-cause or cardiovascular mortality among people without diabetes: the US National Health and Nutrition Examination Survey 1999–2015. International Journal of Epidemiology 50:4, pages 1373-1383.
Crossref
Crossref
Nicolas Lampach, Nguyen To-The & Tuan Nguyen-Anh. (2021) Technical efficiency and the adoption of multiple agricultural technologies in the mountainous areas of Northern Vietnam. Land Use Policy 103, pages 105289.
Crossref
Crossref
Melissa M. Garrido, Jessica Lum & Steven D. Pizer. (2020)
Vector‐based
kernel weighting: A simple estimator for improving precision and bias of average treatment effects in multiple treatment settings
. Statistics in Medicine 40:5, pages 1204-1223.
Crossref
Crossref
Tony Blakely, John Lynch, Koen Simons, Rebecca Bentley & Sherri Rose. (2020) Reflection on modern methods: when worlds collide—prediction, machine learning and causal inference. International Journal of Epidemiology 49:6, pages 2058-2064.
Crossref
Crossref
Florent Le Borgne, Arthur Chatton, Maxime Léger, Rémi Lenain & Yohann Foucher. (2021) G-computation and machine learning for estimating the causal effects of binary exposure statuses on binary outcomes. Scientific Reports 11:1.
Crossref
Crossref
Keri L. Calkins, Geetanjali Chander, Corinne E. Joshu, Kala Visvanathan, Anthony T. Fojo, Catherine R. Lesko, Richard D. Moore & Bryan Lau. (2020) A comparison of cancer stage at diagnosis and treatment initiation between enrollees in an urban HIV clinic and SEER. Cancer Causes & Control 31:5, pages 511-516.
Crossref
Crossref
Ramón Ferri-García & María del Mar Rueda. (2020) Propensity score adjustment using machine learning classification algorithms to control selection bias in online surveys. PLOS ONE 15:4, pages e0231500.
Crossref
Crossref
Youssef Oulhote, Brent Coull, Marie-Abele Bind, Frodi Debes, Flemming Nielsen, Ibon Tamayo, Pal Weihe & Philippe Grandjean. (2019) Joint and independent neurotoxic effects of early life exposures to a chemical mixture. Environmental Epidemiology 3:5, pages e063.
Crossref
Crossref
Xiaofang Yan, Younathan Abdia, Somnath Datta, K. B. Kulasekera, Beatrice Ugiliweneza, Maxwell Boakye & Maiying Kong. (2019) Estimation of average treatment effects among multiple treatment groups by using an ensemble approach. Statistics in Medicine 38:15, pages 2828-2846.
Crossref
Crossref
René Michel, Igor Schnakenburg & Tobias von MartensRené Michel, Igor Schnakenburg & Tobias von Martens. 2019. Targeting Uplift. Targeting Uplift
45
99
.
René Michel, Igor Schnakenburg & Tobias von MartensRené Michel, Igor Schnakenburg & Tobias von Martens. 2019. Targeting Uplift. Targeting Uplift
1
6
.
Christopher A. Gravel & Robert W. Platt. (2017) Weighted estimation for confounded binary outcomes subject to misclassification. Statistics in Medicine 37:3, pages 425-436.
Crossref
Crossref
Peter C Austin & Elizabeth A Stuart. (2015) Estimating the effect of treatment on binary outcomes using full matching on the propensity score. Statistical Methods in Medical Research 26:6, pages 2505-2525.
Crossref
Crossref
Younathan Abdia, K. B. Kulasekera, Somnath Datta, Maxwell Boakye & Maiying Kong. (2017) Propensity scores based methods for estimating average treatment effect and average treatment effect among treated: A comparative study. Biometrical Journal 59:5, pages 967-985.
Crossref
Crossref
Peter C Austin & Elizabeth A Stuart. (2015) The performance of inverse probability of treatment weighting and full matching on the propensity score in the presence of model misspecification when estimating the effect of treatment on survival outcomes. Statistical Methods in Medical Research 26:4, pages 1654-1670.
Crossref
Crossref
Noémi Kreif, Susan Gruber, Rosalba Radice, Richard Grieve & Jasjeet S Sekhon. (2016) Evaluating treatment effectiveness under model misspecification: A comparison of targeted maximum likelihood estimation with bias-corrected matching. Statistical Methods in Medical Research 25:5, pages 2315-2336.
Crossref
Crossref
Yen Sia Low, Blanca Gallego & Nigam Haresh Shah. (2016) Comparing high-dimensional confounder control methods for rapid cohort studies from electronic health records. Journal of Comparative Effectiveness Research 5:2, pages 179-192.
Crossref
Crossref
Bernard T. Nolan, Michael N. Fienen & David L. Lorenz. (2015) A statistical learning framework for groundwater nitrate models of the Central Valley, California, USA. Journal of Hydrology 531, pages 902-911.
Crossref
Crossref
Noémi Kreif, Richard Grieve, Iván Díaz & David Harrison. (2015) Evaluation of the Effect of a Continuous Treatment: A Machine Learning Approach with an Application to Treatment for Traumatic Brain Injury. Health Economics 24:9, pages 1213-1228.
Crossref
Crossref
José A. Ferreira. (2015) Some models and methods for the analysis of observational data. Statistics Surveys 9:none.
Crossref
Crossref
Richard Wyss, Alan R. Ellis, M. Alan Brookhart, Cynthia J. Girman, Michele Jonsson Funk, Robert LoCasale & Til Stürmer. (2014) The Role of Prediction Modeling in Propensity Score Estimation: An Evaluation of Logistic Regression, bCART, and the Covariate-Balancing Propensity Score. American Journal of Epidemiology 180:6, pages 645-655.
Crossref
Crossref
Elisabetta Patorno, Robert J. Glynn, Sonia Hernández-Díaz, Jun Liu & Sebastian Schneeweiss. (2014) Studies with Many Covariates and Few Outcomes. Epidemiology 25:2, pages 268-278.
Crossref
Crossref
Richard Wyss, Alan R. Ellis, Mark Lunt, M. Alan Brookhart, Robert J. Glynn & Til Stürmer. (2014) Model Misspecification When Excluding Instrumental Variables from PS Models in Settings Where Instruments Modify the Effects of Covariates on Treatment. Epidemiologic Methods 0:0.
Crossref
Crossref
Noémi Kreif, Richard Grieve, Rosalba Radice & Jasjeet S. Sekhon. (2013) Regression-adjusted matching and double-robust methods for estimating average treatment effects in health economic evaluation. Health Services and Outcomes Research Methodology 13:2-4, pages 174-202.
Crossref
Crossref
Louis Anthony Cox,Louis Anthony CoxJr.Jr.. 2013. Improving Risk Analysis. Improving Risk Analysis
3
58
.