conftrace_

treatment effect estimation

72 papers

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Also known as

TEE

Co-occurring keywords

causal inference (1630) treatment effect (134) representation learning (6206) observational datum (109) counterfactual reasoning (230) heterogeneous treatment effect (50) conditional average treatment effect (27) individual treatment effect (22) propensity score (47) domain adaptation (4595)

Papers

Budgeted Heterogeneous Treatment Effect Estimation ICML 2021
Learning Treatment Effects in Panels with General Intervention Patterns NIPS 2021
SyncTwin: Treatment Effect Estimation with Longitudinal Outcomes NIPS 2021
Adaptive Hyper-box Matching for Interpretable Individualized Treatment Effect Estimation UAI 2020
Almost-Matching-Exactly for Treatment Effect Estimation under Network Interference AISTATS 2020
Learning Counterfactual Representations for Estimating Individual Dose-Response Curves AAAI 2020
On Validation and Planning of An Optimal Decision Rule with Application in Healthcare Studies ICML 2020
Efficient Adjustment Sets for Population Average Causal Treatment Effect Estimation in Graphical Models JMLR 2020
A Class of Algorithms for General Instrumental Variable Models NIPS 2020
Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders ICML 2020
CounterFactual Regression with Importance Sampling Weights IJCAI 2019
Counterfactual Reasoning in Observational Studies AAAI 2019
Adapting Neural Networks for the Estimation of Treatment Effects NIPS 2019
Interpretable Almost-Exact Matching for Causal Inference AISTATS 2019
When Do Words Matter? Understanding the Impact of Lexical Choice on Audience Perception Using Individual Treatment Effect Estimation AAAI 2019
On the Estimation of Treatment Effect with Text Covariates IJCAI 2019
Representation Learning for Treatment Effect Estimation from Observational Data NIPS 2018
Uplift Modeling from Separate Labels NIPS 2018
Matching on Balanced Nonlinear Representations for Treatment Effects Estimation NIPS 2017
Mutual Information Based Matching for Causal Inference with Observational Data JMLR 2016
Transportability from Multiple Environments with Limited Experiments NIPS 2013
A spatially varying two-sample recombinant coalescent, with applications to HIV escape response NIPS 2008