Propensity score estimation: neural networks, support vector machines, decision trees (CART), and meta-classifiers as alternatives to logistic regression-Reference-Cited by-同舟云学术

Propensity score estimation: neural networks, support vector machines, decision trees (CART), and meta-classifiers as alternatives to logistic regression

Published:2010-08 Issue:8 Volume:63 Page:826-833
ISSN:0895-4356
Container-title:Journal of Clinical Epidemiology
language:en
Short-container-title:Journal of Clinical Epidemiology

Author:

Westreich Daniel,Lessler Justin,Funk Michele Jonsson

Funder

University of North Carolina at Chapel Hill Center for AIDS Research (CFAR)

UNC-GlaxoSmithKline Center for Excellence in Pharmacoepidemiology and Public Health

UNC School of Public Health

NIH/NIAID

Publisher

Elsevier BV

Subject

Epidemiology

Reference47 articles.

1. The central role of the propensity score in observational studies for causal effects;Rosenbaum;Biometrika,1983

2. Comparison of logistic regression versus propensity score when the number of events is low and there are multiple confounders;Cepeda;Am J Epidemiol,2003

3. Invited commentary: propensity scores;Joffe;Am J Epidemiol,1999

4. Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group;D'Agostino;Stat Med,1998

5. Principles for modeling propensity scores in medical research: a systematic literature review;Weitzen;Pharmacoepidemiol Drug Saf,2004

Cited by 372 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Association between comorbidities at ICU admission and post-Sepsis physical impairment: A retrospective cohort study;Journal of Critical Care;2024-10

2. Economic AI on the move: the relationship between sugar-sweetened beverages consumption and weight gain in Kyrgyzstan;Journal of Applied Economics;2024-09-06

3. Exploring advanced machine learning techniques for landslide susceptibility mapping in Yanchuan County, China;Earth Science Informatics;2024-08-27

4. Predictive Modeling for One-Year Lower Extremity Endovascular Revascularization Failure in Black Persons;Journal of Surgical Research;2024-08

5. Landslide susceptibility and building exposure assessment using machine learning models and geospatial analysis techniques;Advances in Space Research;2024-08