Using Ensemble-Based Methods for Directly Estimating Causal Effects: An Investigation of Tree-Based G-Computation.
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The role of prediction modeling in propensity score estimation: an evaluation of logistic regression, bCART, and the covariate-balancing propensity scoreModel Misspecification When Excluding Instrumental Variables From PS Models in Settings Where Instruments Modify the Effects of Covariates on TreatmentEvaluation of the Effect of a Continuous Treatment: A Machine Learning Approach with an Application to Treatment for Traumatic Brain Injury.Evaluating treatment effectiveness under model misspecification: A comparison of targeted maximum likelihood estimation with bias-corrected matchingEvaluating different strategies for estimating treatment effects in observational studies.Comparing high-dimensional confounder control methods for rapid cohort studies from electronic health records.Estimating the effect of treatment on binary outcomes using full matching on the propensity score.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.Weighted estimation for confounded binary outcomes subject to misclassification.Propensity scores based methods for estimating average treatment effect and average treatment effect among treated: A comparative study.
P2860
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P2860
Using Ensemble-Based Methods for Directly Estimating Causal Effects: An Investigation of Tree-Based G-Computation.
description
2012 nî lūn-bûn
@nan
2012年の論文
@ja
2012年論文
@yue
2012年論文
@zh-hant
2012年論文
@zh-hk
2012年論文
@zh-mo
2012年論文
@zh-tw
2012年论文
@wuu
2012年论文
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2012年论文
@zh-cn
name
Using Ensemble-Based Methods f ...... n of Tree-Based G-Computation.
@ast
Using Ensemble-Based Methods f ...... n of Tree-Based G-Computation.
@en
type
label
Using Ensemble-Based Methods f ...... n of Tree-Based G-Computation.
@ast
Using Ensemble-Based Methods f ...... n of Tree-Based G-Computation.
@en
prefLabel
Using Ensemble-Based Methods f ...... n of Tree-Based G-Computation.
@ast
Using Ensemble-Based Methods f ...... n of Tree-Based G-Computation.
@en
P2860
P1476
Using Ensemble-Based Methods f ...... n of Tree-Based G-Computation.
@en
P2860
P304
P356
10.1080/00273171.2012.640600
P577
2012-01-01T00:00:00Z