Cantitate/Preț
Produs
Total produse
Vezi coșul
Concentration of Maxima and Fundamental Limits in High-Dimensional Testing and Inference de Zheng Gao

Concentration of Maxima and Fundamental Limits in High-Dimensional Testing and Inference: SpringerBriefs in Probability and Mathematical Statistics

Autor Zheng Gao, Stilian Stoev
en Limba Engleză Paperback – 8 sep 2021
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. 
Citește tot Restrânge

Din seria SpringerBriefs in Probability and Mathematical Statistics

  • Poisson Point Processes and Their Application to Markov Processes
    Preț: 36678 lei
  • Lectures on Random Interfaces
    Preț: 34879 lei
  • Mod-ϕ Convergence: Normality Zones and Precise Deviations
    Preț: 47040 lei
  • Nonlinearly Perturbed Semi-Markov Processes
    Preț: 37297 lei
  • Stable Non-Gaussian Self-Similar Processes with Stationary Increments
    Preț: 46312 lei
  • On Stein's Method for Infinitely Divisible Laws with Finite First Moment
    Preț: 38187 lei
  • Topics in Infinitely Divisible Distributions and Lévy Processes, Revised Edition
    Preț: 43691 lei
  • Zero-Sum Discrete-Time Markov Games with Unknown Disturbance Distribution: Discounted and Average Criteria
    Preț: 37168 lei
  • An Invitation to Statistics in Wasserstein Space
    Preț: 17257 lei
  • 15% Asymptotic Properties of Permanental Sequences: Related to Birth and Death Processes and Autoregressive Gaussian Sequences
    Preț: 46283 lei
  • Analytic Theory of Itô-Stochastic Differential Equations with Non-smooth Coefficients
    Preț: 37265 lei
  • Non-Gaussian Selfsimilar Stochastic Processes
    Preț: 37051 lei
  • Path Coupling and Aggregate Path Coupling
    Preț: 36978 lei

Preț: 47002 lei

Nou

Puncte Express: 705
Preț estimativ în valută:
8998€ • 9353$ • 7460£

Carte tipărită la comandă

Livrare economică 06-20 februarie 25

 Adaugă în coș

Wish list
Gift list
Am citit!
Adaugă în listă
Preluare comenzi: 021 569.72.76

Specificații

ISBN-13: 9783030809638
ISBN-10: 3030809633
Pagini: 140
Ilustrații: XIII, 140 p. 12 illus., 2 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.23 kg
Ediția:1st ed. 2021
Editura: Springer International Publishing
Colecția Springer
Seria SpringerBriefs in Probability and Mathematical Statistics

Locul publicării:Cham, Switzerland

Cuprins

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.

Notă biografică

Zheng Gao graduated with a PhD in Statistics from the University of Michigan in 2020. His research focuses on large-scale multiple testing problems and real-time anomaly detection on high-dimensional data streams.

Stilian Stoev is a Full Professor of Statistics at the University of Michigan, Ann Arbor. His research involves topics in applied probability, statistics and their applications to insurance and computer networks. Most recently, he has been working on extreme value theory.

Caracteristici

Provides a unified exposition of fundamental problems in high-dimensional statistics Tackles canonical problems of detection and support estimation for sparse signals observed with noise Gives an application to statistical genetics