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...

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Chi tiết về thư mục
Những tác giả chính: Juditsky, Anatoli, 1962- (Tác giả), Nemirovskiĭ, A. S. (Arkadiĭ Semenovich) (Tác giả)
Định dạng: Licensed eBooks
Ngôn ngữ:Tiếng Anh
Được phát hành: Princeton, New Jersey : Princeton University Press [2020]
Loạt:Princeton series in applied mathematics.
Truy cập trực tuyến:https://www.jstor.org/stable/10.2307/j.ctvqsdxqd
Mục lục:
  • 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.