{"product_id":"concentration-of-maxima-and-fundamental-limits-in-high-dimensional-testing-and-inference-9783030809638","title":"Concentration of Maxima and Fundamental Limits in High-Dimensional Testing and Inference","description":"\u003cp\u003e • Author(s): Zheng Gao\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - Stochastic Processes\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis 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. \u003c\/p\u003e","brand":"Springer","offers":[{"title":"Paperback","offer_id":45280540655767,"sku":"9783030809638","price":4774.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783030809638.webp?v=1769296609","url":"https:\/\/atlanticbooks.com\/products\/concentration-of-maxima-and-fundamental-limits-in-high-dimensional-testing-and-inference-9783030809638","provider":"Atlantic Books","version":"1.0","type":"link"}