Random matrix theory and large dimensional data analysis

来源 :IMS-China International Conference on Statistics and Probabi | 被引量 : 0次 | 上传用户:cashcumt
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
  While the modern computer technology is widely applied, the large dimensional data analysis has been becoming more and more important and attracted consid erable attention of statisticians.Both real applications and theoretical investiga tion have demonstrated that the traditional statistical procedures developed by the classical limiting theorems (i.e.those as sample sizes tending to infinity while the dimension is fixed) will induce intolerable errors when the dimension of data is large.Therefore, there is an urgent need to develop new limiting theorems and statistical procedures for dealing with large dimensional data.Up to latest, except for some ad hoc approaches,the only systematic limiting theory which can bc applied to large dimensional data analysis is the random matrix theory RMT).Therefore,the RMT has received more and more attention of statisticians and users in other applied disciplines.In this talk, I shall briefly introduce some basic concepts and some important results in RMT as well as some unsolved problems.
其他文献
目的 比较2种消毒剂不同更换时间的消毒效果,找出一种PIVAS洁净工作台的最优消毒方式.方法 PIVAS洁净工作台消毒剂选用医用消毒湿巾和75%乙醇,每15 d更换使用;每次调配结束后,
  We develop a Bayesian "testimation" procedure for recovering a high-dimensional vector observed in the white noise.The components of the unknown vector are
会议
电视机旁边,摆放着一个镜框,里面镶嵌着他父亲的照片。去年8月17日是他父亲诞辰110周年纪念日。中央文献出版社出版了《邓子恢画传》,里面引用了历史学家司马迁的一句话:“古
会议
  Pattern discovery is a ubiquitous problem in many disciplines.It is especially prominent in recent years due to our greatly improved data-generation capabil
会议
会议
目的 了解重庆市万州区生活饮用水消毒剂的余留及消毒副产物的污染状况.方法 监测万州区2018年生活饮用水912份,其中氯化消毒水样716份,二氧化氯消毒水样226份.依据GB/T 5750
会议
会议
会议