High-Dimensional Model-Assisted Inference for Local Average Treatment Effects…

Consider the problem of estimating the local average treatment effect with an instrument variable, where the instrument unconfoundedness holds after adjusting for a set of measured covariates. Seve…

Hierarchical Total Variations and Doubly Penalized ANOVA Modeling for Multiva…

For multivariate nonparametric regression, functional analysis-of-variance (ANOVA) modeling aims to capture the relationship between a response and covariates by decomposing the unknown function in…

Towards Efficient U-Nets : A Coupled and Quantized Approach

In this paper, we propose to couple stacked U-Nets for efficient visual landmark localization. The key idea is to globally reuse features of the same semantic meanings across the stacked U-Nets. Th…

Marginal and nested structural models using instrumental variables

Optimally Adjusted Mixture Sampling and Locally Weighted Histogram Analysis

Efficient Sequential Monte Carlo With Multiple Proposals and Control Variates

A distributional approach for causal inference using propensity score

Regression and weighting methods for causal inference using instrumental vari…

Resampling Markov Chain Monte Carlo Algorithms: Basic Analysis and Empirical …