报告题目:Subgroup Analysis for High Dimensional Heterogeneous Survival Data
主讲人:赵慧教授
报告摘要:Heterogeneity frequently occurs in many disease situations and for the situation, it is essential to classify patients into different subgroups and identify the heterogeneous effects subgroup by subgroup.This talk discusses the subgroup analysis for high-dimensionalsurvival data under heterogeneous proportional hazards model and proposes a statistical procedure with the use of the penalized fusion and model averaging techniques. The proposed method can classify study subjects into different subgroups and determine the number of subgroups, the important predictors and their estimated effects simultaneously. Also the theoretical justification ofthe approach is provided, and an extensive simulation study is conducted to evaluate its performance and indicates that it works well in practical situations. In addition, the proposed methodology is applied to a set of cancer data that motivated this study.
赵慧简介:中南财经政法大学统计与数学学院教授,博士生导师。2005年博士毕业于北京大学数学科学学院,先后在中国科学院系统科学研究所与美国密苏里大学从事博士后研究,主要研究领域为生存分析及高维统计分析。曾担任中国现场统计研究会理事,中国现场统计研究会多个分会理事担任美国数学评论评论员和国内外多个期刊匿名审稿人、国家自然科学基金和国家社科基金通讯评审专家。在JASA、Biometrics、Statistic in Medicine、Joumal of Multivariate Analysis、中国科学、应用数学学报等国内外主流统计学期刊发表论文60余篇,主持国家自然科学基金青年基金1项,面上项目2项,此外主持或参与省部级及以上项目多项。
报告时间:2024年11月7日 14:00-17:00
腾讯会议ID:530-995-2030
主办单位:辽宁大学数学与统计学院