Statistical inference via convex optimization /

"This authoritative book draws on the latest research to explore the interplay of high-dimensional statistics with optimization. Through an accessible analysis of fundamental problems of hypothesis testing and signal recovery, Anatoli Juditsky and Arkadi Nemirovski show how convex optimization...

全面介紹

書目詳細資料
Main Authors: Juditsky, Anatoli, 1962- (Author), Nemirovskiĭ, A. S. (Arkadiĭ Semenovich) (Author)
格式: Licensed eBooks
語言:英语
出版: Princeton, New Jersey : Princeton University Press [2020]
叢編:Princeton series in applied mathematics.
在線閱讀:https://www.jstor.org/stable/10.2307/j.ctvqsdxqd
書本目錄:
  • On computational tractability
  • Sparse recovery via ℓ₁ minimization
  • Hypothesis testing
  • From hypothesis testing to estimating functionals
  • Signal recovery by linear estimation
  • Signal recovery beyond linear estimates
  • Solutions to selected exercises.