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Concentration of maxima and fundamen...
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Gao, Zheng.
Concentration of maxima and fundamental limits in high-dimensional testing and inference
紀錄類型:
書目-電子資源 : Monograph/item
正題名/作者:
Concentration of maxima and fundamental limits in high-dimensional testing and inferenceby Zheng Gao, Stilian Stoev.
作者:
Gao, Zheng.
其他作者:
Stoev, Stilian.
出版者:
Cham :Springer International Publishing :2021.
面頁冊數:
xiii, 140 p. :ill., digital ;24 cm.
Contained By:
Springer Nature eBook
標題:
Maxima and minima.
電子資源:
https://doi.org/10.1007/978-3-030-80964-5
ISBN:
9783030809645$q(electronic bk.)
Concentration of maxima and fundamental limits in high-dimensional testing and inference
Gao, Zheng.
Concentration of maxima and fundamental limits in high-dimensional testing and inference
[electronic resource] /by Zheng Gao, Stilian Stoev. - Cham :Springer International Publishing :2021. - xiii, 140 p. :ill., digital ;24 cm. - SpringerBriefs in probability and mathematical statistics,2365-4341. - SpringerBriefs in probability and mathematical statistics..
Chapter 1 Introduction and Guiding Examples -- Chapter 2 Risks, Procedures, and Error Models -- Chapter 3 A Panorama of Phase Transitions -- Chapter 4 Exact Support Recovery Under Dependence -- Chapter 5 Bayes and Minimax Optimality -- Chapter 6 Uniform Relative Stability for Gaussian Array -- Chapter 7 Fundamental Statistical Limits in Genome-wide Association Studies -- References -- Additional proofs -- Exact support recovery in non AGG models.
This book provides a unified exposition of some fundamental theoretical problems in high-dimensional statistics. It specifically considers the canonical problems of detection and support estimation for sparse signals observed with noise. Novel phase-transition results are obtained for the signal support estimation problem under a variety of statistical risks. Based on a surprising connection to a concentration of maxima probabilistic phenomenon, the authors obtain a complete characterization of the exact support recovery problem for thresholding estimators under dependent errors.
ISBN: 9783030809645$q(electronic bk.)
Standard No.: 10.1007/978-3-030-80964-5doiSubjects--Topical Terms:
185328
Maxima and minima.
LC Class. No.: QA402.5
Dewey Class. No.: 511.66
Concentration of maxima and fundamental limits in high-dimensional testing and inference
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