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...

詳細記述

書誌詳細
主要な著者: Juditsky, Anatoli, 1962- (著者), Nemirovskiĭ, A. S. (Arkadiĭ Semenovich) (著者)
フォーマット: Licensed eBooks
言語:英語
出版事項: Princeton, New Jersey : Princeton University Press [2020]
シリーズ:Princeton series in applied mathematics.
オンライン・アクセス:https://www.jstor.org/stable/10.2307/j.ctvqsdxqd
目次:
  • 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.