11 citations · 20 across the 9 of their papers we have counts for
9 papers
Uncertainty Quantification in Heterogeneous Treatment Effect Estimation with Gaussian-Process-Based Partially Linear Model
Shunsuke Horii, Yoichi Chikahara
Estimating heterogeneous treatment effects across individuals has attracted growing attention as a statistical tool for performing critical decision-making. We propose a Bayesian i…
Bayesian Sequential Experimental Design for a Partially Linear Model with a Gaussian Process Prior
Shunsuke Horii
We study the problem of sequential experimental design to estimate the parametric component of a partially linear model with a Gaussian process prior. We consider an active learnin…
Heterogeneous Treatment Effect Estimation based on a Partially Linear Nonparametric Bayes Model
Shunsuke Horii
Recently, conditional average treatment effect (CATE) estimation has been attracting much attention due to its importance in various fields such as statistics, social and biomedica…
Bayesian Model Averaging for Causality Estimation and its Approximation based on Gaussian Scale Mixture Distributions
Shunsuke Horii
In the estimation of the causal effect under linear Structural Causal Models (SCMs), it is common practice to first identify the causal structure, estimate the probability distribu…
Improved Computation-Communication Trade-Off for Coded Distributed Computing using Linear Dependence of Intermediate Values
Shunsuke Horii
In large scale distributed computing systems, communication overhead is one of the major bottlenecks. In the map-shuffle-reduce framework, which is one of the major distributed com…
Proceedings of the 11th Asia-Europe Workshop on Concepts in Information Theory
A. J. Han Vinck, Kees A. Schouhamer Immink, Tadashi Wadayama +24
This year, 2019 we celebrate 30 years of our friendship between Asian and European scientists at the AEW11 in Rotterdam, the Netherlands. Many of the 1989 participants are also pre…
A Note on the Estimation Method of Intervention Effects based on Statistical Decision Theory
Shunsuke Horii, Tota Suko
In this paper, we deal with the problem of estimating the intervention effect in the statistical causal analysis using the structural equation model and the causal diagram. The int…
Distributed Stochastic Gradient Descent Using LDGM Codes
Shunsuke Horii, Takahiro Yoshida, Manabu Kobayashi +1
We consider a distributed learning problem in which the computation is carried out on a system consisting of a master node and multiple worker nodes. In such systems, the existence…
Linear Programming Decoding of Binary Linear Codes for Symbol-Pair Read Channels
Shunsuke Horii, Toshiyasu Matsushima, Shigeichi Hirasawa
In this paper, we develop a new decoding algorithm of a binary linear codes for symbol-pair read channels. Symbol-pair read channel has recently been introduced by Cassuto and Blau…