17 citations · 39 across the 8 of their papers we have counts for
9 papers
Independent-Set Design of Experiments for Estimating Treatment and Spillover Effects under Network Interference
Chencheng Cai, Xu Zhang, Edoardo M. Airoldi
Interference is ubiquitous when conducting causal experiments over networks. Except for certain network structures, causal inference on the network in the presence of interference…
Optimizing Randomized and Deterministic Saturation Designs under Interference
Chencheng Cai, Jean Pouget-Abadie, Edoardo M. Airoldi
Randomized saturation designs are a family of designs which assign a possibly different treatment proportion to each cluster of a population at random. As a result, they generalize…
Semi-parametric TEnsor Factor Analysis by Iteratively Projected Singular Value Decomposition
Elynn Y. Chen, Dong Xia, Chencheng Cai +1
This paper introduces a general framework of Semi-parametric TEnsor Factor Analysis (STEFA) that focuses on the methodology and theory of low-rank tensor decomposition with auxilia…
Hybrid Kronecker Product Decomposition and Approximation
Chencheng Cai, Rong Chen, Han Xiao
Discovering the underlying low dimensional structure of high dimensional data has attracted a significant amount of researches recently and has shown to have a wide range of applic…
KoPA: Automated Kronecker Product Approximation
Chencheng Cai, Rong Chen, Han Xiao
We consider the problem of matrix approximation and denoising induced by the Kronecker product decomposition. Specifically, we propose to approximate a given matrix by the sum of a…
State Space Emulation and Annealed Sequential Monte Carlo for High Dimensional Optimization
Chencheng Cai, Rong Chen
Many high dimensional optimization problems can be reformulated into a problem of finding theoptimal state path under an equivalent state space model setting. In this article, we p…