{"product_id":"concentration-of-maxima-and-fundamental-limits-in-high-dimensional-testing-and-inference-9783030809645","title":"Concentration of Maxima and Fundamental Limits in High-Dimensional Testing and Inference","description":"\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":"Gardners","offers":[{"title":"Default Title","offer_id":52916392788247,"sku":null,"price":7422.41,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0679\/6918\/8119\/files\/9783030809645.jpg?v=1781589910","url":"https:\/\/payment.letskitaboo.com\/ur\/products\/concentration-of-maxima-and-fundamental-limits-in-high-dimensional-testing-and-inference-9783030809645","provider":"Kitaboo One eStore","version":"1.0","type":"link"}