Distributional Treatment Effect Estimation across Heterogeneous Sites via Optimal Transport
Fuente:
arXiv
Guardado en:
| Autores principales: | Bateni, Borna, Yuan, Yubai, Xu, Qi, Qu, Annie |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Sinkhorn Treatment Effects: A Causal Optimal Transport Measure
por: Agarwal, Medha, et al.
Publicado: (2026)
por: Agarwal, Medha, et al.
Publicado: (2026)
Conditional Distributional Treatment Effects: Doubly Robust Estimation and Testing
por: Jain, Saksham, et al.
Publicado: (2026)
por: Jain, Saksham, et al.
Publicado: (2026)
Minimax Optimal Estimation of Transport-Growth Pairs in Unbalanced Optimal Transport
por: Ponnoprat, Donlapark, et al.
Publicado: (2026)
por: Ponnoprat, Donlapark, et al.
Publicado: (2026)
Structure-agnostic Optimality of Doubly Robust Learning for Treatment Effect Estimation
por: Jin, Jikai, et al.
Publicado: (2024)
por: Jin, Jikai, et al.
Publicado: (2024)
Optimal Estimation of Shared Singular Subspaces across Multiple Noisy Matrices
por: Ma, Zhengchi, et al.
Publicado: (2024)
por: Ma, Zhengchi, et al.
Publicado: (2024)
The Honest Truth About Causal Trees: Accuracy Limits for Heterogeneous Treatment Effect Estimation
por: Cattaneo, Matias D., et al.
Publicado: (2025)
por: Cattaneo, Matias D., et al.
Publicado: (2025)
Estimation of Treatment Effects in Extreme and Unobserved Data
por: Tan, Jiyuan, et al.
Publicado: (2025)
por: Tan, Jiyuan, et al.
Publicado: (2025)
Inference on Variable Importance for Treatment Effect Heterogeneity: Shapley Values and Beyond
por: Morzywolek, Pawel, et al.
Publicado: (2025)
por: Morzywolek, Pawel, et al.
Publicado: (2025)
Design Stability in Adaptive Experiments: Implications for Treatment Effect Estimation
por: Sengupta, Saikat, et al.
Publicado: (2025)
por: Sengupta, Saikat, et al.
Publicado: (2025)
Treatment Effect Estimation with Observational Network Data using Machine Learning
por: Emmenegger, Corinne, et al.
Publicado: (2022)
por: Emmenegger, Corinne, et al.
Publicado: (2022)
Transfer Learning for Classification under Decision Rule Drift with Application to Optimal Individualized Treatment Rule Estimation
por: Wang, Xiaohan, et al.
Publicado: (2025)
por: Wang, Xiaohan, et al.
Publicado: (2025)
A Copula Graphical Model for Multi-Attribute Data using Optimal Transport
por: Zhang, Qi, et al.
Publicado: (2024)
por: Zhang, Qi, et al.
Publicado: (2024)
Direct Bias-Correction Term Estimation for Average Treatment Effect Estimation
por: Kato, Masahiro
Publicado: (2025)
por: Kato, Masahiro
Publicado: (2025)
A General Framework for Treatment Effect Estimation in Semi-Supervised and High Dimensional Settings
por: Chakrabortty, Abhishek, et al.
Publicado: (2022)
por: Chakrabortty, Abhishek, et al.
Publicado: (2022)
Optimal Bias-variance Tradeoff in Matrix and Tensor Estimation
por: Kumar, Shivam, et al.
Publicado: (2025)
por: Kumar, Shivam, et al.
Publicado: (2025)
Adaptive Estimation and Inference in Semi-parametric Heterogeneous Clustered Multitask Learning via Neyman Orthogonality
por: Chen, Hanxiao, et al.
Publicado: (2026)
por: Chen, Hanxiao, et al.
Publicado: (2026)
Stability Bounds for Smooth Optimal Transport Maps and their Statistical Implications
por: Balakrishnan, Sivaraman, et al.
Publicado: (2025)
por: Balakrishnan, Sivaraman, et al.
Publicado: (2025)
Leveraging Optimal Transport for Distributed Two-Sample Testing: An Integrated Transportation Distance-based Framework
por: Lin, Zhengqi, et al.
Publicado: (2025)
por: Lin, Zhengqi, et al.
Publicado: (2025)
What Makes Treatment Effects Identifiable? Characterizations and Estimators Beyond Unconfoundedness
por: Cai, Yang, et al.
Publicado: (2025)
por: Cai, Yang, et al.
Publicado: (2025)
Optimal convex $M$-estimation via score matching
por: Feng, Oliver Y., et al.
Publicado: (2024)
por: Feng, Oliver Y., et al.
Publicado: (2024)
SGD with Dependent Data: Optimal Estimation, Regret, and Inference
por: Shen, Yinan, et al.
Publicado: (2026)
por: Shen, Yinan, et al.
Publicado: (2026)
Bayesian Semiparametric Causal Inference: Targeted Doubly Robust Estimation of Treatment Effects
por: Sert, Gözde, et al.
Publicado: (2025)
por: Sert, Gözde, et al.
Publicado: (2025)
Modeling Covariate Transition for Efficient Estimation of Longitudinal Treatment Effects in Randomized Experiments
por: Chihara, Naoki, et al.
Publicado: (2026)
por: Chihara, Naoki, et al.
Publicado: (2026)
Optimal and Structure-Adaptive CATE Estimation with Kernel Ridge Regression
por: Kim, Seok-Jin
Publicado: (2026)
por: Kim, Seok-Jin
Publicado: (2026)
Globally-Optimal Greedy Experiment Selection for Active Sequential Estimation
por: Li, Xiaoou, et al.
Publicado: (2024)
por: Li, Xiaoou, et al.
Publicado: (2024)
Semi-Supervised Treatment Effect Estimation with Unlabeled Covariates for Prediction-Powered Causal Inference
por: Kato, Masahiro
Publicado: (2025)
por: Kato, Masahiro
Publicado: (2025)
PUATE: Efficient Average Treatment Effect Estimation from Treated (Positive) and Unlabeled Units
por: Kato, Masahiro, et al.
Publicado: (2025)
por: Kato, Masahiro, et al.
Publicado: (2025)
Doubly Robust Interval Estimation for Optimal Policy Evaluation in Online Learning
por: Shen, Ye, et al.
Publicado: (2021)
por: Shen, Ye, et al.
Publicado: (2021)
Transfer Learning for Causal Effect Estimation
por: Wei, Song, et al.
Publicado: (2023)
por: Wei, Song, et al.
Publicado: (2023)
Self-Distillation is Optimal Among Spectral Shrinkage Estimators in Spiked Covariance Models
por: Lecoiu, Radu, et al.
Publicado: (2026)
por: Lecoiu, Radu, et al.
Publicado: (2026)
Bridging the Gap between Empirical Welfare Maximization and Conditional Average Treatment Effect Estimation in Policy Learning
por: Kato, Masahiro
Publicado: (2025)
por: Kato, Masahiro
Publicado: (2025)
Nuisance Function Tuning and Sample Splitting for Optimally Estimating a Doubly Robust Functional
por: McGrath, Sean, et al.
Publicado: (2022)
por: McGrath, Sean, et al.
Publicado: (2022)
Regret Distribution in Stochastic Bandits: Optimal Trade-off between Expectation and Tail Risk
por: Simchi-Levi, David, et al.
Publicado: (2023)
por: Simchi-Levi, David, et al.
Publicado: (2023)
Semiparametric Estimation of Treatment Effects in Observational Studies with Heterogeneous Partial Interference
por: Qu, Zhaonan, et al.
Publicado: (2021)
por: Qu, Zhaonan, et al.
Publicado: (2021)
Minimax and Bayes Optimal Adaptive Experimental Design for Treatment Choice
por: Kato, Masahiro
Publicado: (2025)
por: Kato, Masahiro
Publicado: (2025)
Policy Learning for Optimal Dynamic Treatment Regimes with Observational Data
por: Sakaguchi, Shosei
Publicado: (2024)
por: Sakaguchi, Shosei
Publicado: (2024)
Optimal Nuisance Function Tuning for Estimating a Doubly Robust Functional under Proportional Asymptotics
por: McGrath, Sean, et al.
Publicado: (2025)
por: McGrath, Sean, et al.
Publicado: (2025)
Hyper Input Convex Neural Networks for Shape Constrained Learning and Optimal Transport
por: Hundrieser, Shayan, et al.
Publicado: (2026)
por: Hundrieser, Shayan, et al.
Publicado: (2026)
Individualized Dynamic Latent Factor Model for Multi-resolutional Data with Application to Mobile Health
por: Zhang, Jiuchen, et al.
Publicado: (2023)
por: Zhang, Jiuchen, et al.
Publicado: (2023)
Optimal Differentially Private PCA and Estimation for Spiked Covariance Matrices
por: Cai, T. Tony, et al.
Publicado: (2024)
por: Cai, T. Tony, et al.
Publicado: (2024)
Ejemplares similares
-
Sinkhorn Treatment Effects: A Causal Optimal Transport Measure
por: Agarwal, Medha, et al.
Publicado: (2026) -
Conditional Distributional Treatment Effects: Doubly Robust Estimation and Testing
por: Jain, Saksham, et al.
Publicado: (2026) -
Minimax Optimal Estimation of Transport-Growth Pairs in Unbalanced Optimal Transport
por: Ponnoprat, Donlapark, et al.
Publicado: (2026) -
Structure-agnostic Optimality of Doubly Robust Learning for Treatment Effect Estimation
por: Jin, Jikai, et al.
Publicado: (2024) -
Optimal Estimation of Shared Singular Subspaces across Multiple Noisy Matrices
por: Ma, Zhengchi, et al.
Publicado: (2024)