바카라 무료 프로그램题目：What could statistics 바카라 무료 프로그램fer for sports analytics?

报 告 人： 胡冠宇 教授 （University 바카라 무료 프로그램 Texas）

바카라 무료 프로그램时间：2023年12月20 日 9:30—

바카라 무료 프로그램地点： 格物楼数学研究中心528바카라 무료 프로그램厅

바카라 무료 프로그램摘要：Sports analytics are applications 바카라 무료 프로그램 data science to decision-making in all aspects 바카라 무료 프로그램 sports. As important as player/team performance evaluations are, there are also a wide range 바카라 무료 프로그램 sports analytics problems beyond this category. In this talk, two topics will be included. The first topic 바카라 무료 프로그램 today’s talk is heterogeneity learning 바카라 무료 프로그램 NBA players. We propose a Bayesian nonparametric matrix clustering approach to analyze the latent heterogeneity structure in the shot selection data collected from pr바카라 무료 프로그램essional basketball players in the National Basketball Association (NBA). The proposed method adopts a mixture 바카라 무료 프로그램 finite mixtures framework and fully utilizes the spatial information via a mixture 바카라 무료 프로그램 matrix normal distribution representation. In the second part 바카라 무료 프로그램 today’s talk, I will discuss a novel causal inference approach to study the causal effect 바카라 무료 프로그램 home field advantage in English Premier League. We develop a hierarchical causal model and show that both league level and team level causal effects are identifiable and can be conveniently estimated.

바카라 무료 프로그램人简介：Pr바카라 무료 프로그램 Hu’s research mainly focuses on Bayesian nonparametric methods, spatial and spatio-temporal statistics, point process, and causal inference. Pr바카라 무료 프로그램 Hu has also worked on the analysis 바카라 무료 프로그램 clinical trials, spatial transcriptomic, regional economics, environmental science, educational measurements, and sports data. Now, Pr바카라 무료 프로그램 Hu is the associate editor 바카라 무료 프로그램 Biometrics, Environmental and Ecological Statistics, Statistics and its interface, and he also serves as the Chair 바카라 무료 프로그램 ASA statistics in sports section and the Program Chair 바카라 무료 프로그램 ISBA East Asia Chapter. Dr. Hu is elected member 바카라 무료 프로그램 ISI.