报告人:邹长亮 教授(南开大学)
报告题目:Determination of the number of change-points:Consistency and error rate control
报告摘要:In multiple change-point analysis, one of the main difficulties is to determine the number of change-points. In this talk, I will introduce a data-driven approach based on an order-preserved sample-splitting strategy. Under a unified framework, a cross-validation estimation scheme is developed to achieve consistent selection. Furthermore, we construct a simple yet effective selection procedure which is able to quantify “uncertainty”, say controlling the false discovery rate. The proposed methods are applicable to most kinds of popular change-point algorithms.
报告人简介:邹长亮,南开大学统计与数据科学学院教授、博导。研究方向是统计学、质量科学及其与数据科学领域的交叉研究和实际应用。研究兴趣包括:高维数据统计推断、大规模数据流分析、变点和异常点检测等,在统计学和质量科学领域杂志上发表论文几十篇。
报告时间:2019年12月27日(星期五)上午9:30 - 11:30.
报告地点:科技楼南楼602