research
∙
08/29/2023
Target PCA: Transfer Learning Large Dimensional Panel Data
This paper develops a novel method to estimate a latent factor model for...
share
research
∙
12/12/2022
Instrumental Variables in Causal Inference and Machine Learning: A Survey
Causal inference is the process of using assumptions, study designs, and...
research
∙
11/18/2022
Confounder Balancing for Instrumental Variable Regression with Latent Variable
This paper studies the confounding effects from the unmeasured confounde...
research
∙
10/25/2022
Learning Individual Treatment Effects under Heterogeneous Interference in Networks
Estimates of individual treatment effects from networked observational d...
research
∙
08/23/2022
Treatment Effect Estimation with Unmeasured Confounders in Data Fusion
In the presence of unmeasured confounders, we address the problem of tre...
research
∙
10/04/2021
Learning Domain-Invariant Relationship with Instrumental Variable for Domain Generalization
Domain generalization (DG) aims to learn from multiple source domains a ...
research
∙
07/26/2021
Efficient Treatment Effect Estimation in Observational Studies under Heterogeneous Partial Interference
In many observational studies in social science and medical applications...
research
∙
07/25/2021
Federated Causal Inference in Heterogeneous Observational Data
Analyzing observational data from multiple sources can be useful for inc...
research
∙
01/31/2020
Stable Prediction with Model Misspecification and Agnostic Distribution Shift
For many machine learning algorithms, two main assumptions are required ...
research
∙
11/09/2019
Optimal Experimental Design for Staggered Rollouts
Experimentation has become an increasingly prevalent tool for guiding po...
research
∙
03/09/2019
A tractable ellipsoidal approximation for voltage regulation problems
We present a machine learning approach to the solution of chance constra...
research
∙
06/16/2018
Stable Prediction across Unknown Environments
In many important machine learning applications, the training distributi...
research
∙
05/09/2018
