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Concentration of Maxima and Fundamental Limits in High-Dimensional Testing and Inference

Concentration of Maxima and Fundamental Limits in High-Dimensional Testing and Inference

Stilian Stoev / Zheng Gao

48,48 €
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Editorial:
Springer Nature B.V.
Año de edición:
2021
Materia
Probabilidad y estadística
ISBN:
9783030809652
48,48 €
IVA incluido
Disponible

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Sobre IBD

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. 

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Otros libros del autor

  • Concentration of Maxima and Fundamental Limits in High-Dimensional Testing and Inference
    Stilian Stoev / Zheng Gao
    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 surpris...
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    80,49 €