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...

Повний опис

Бібліографічні деталі
Автори: Juditsky, Anatoli, 1962- (Автор), Nemirovskiĭ, A. S. (Arkadiĭ Semenovich) (Автор)
Формат: Licensed eBooks
Мова:Англійська
Опубліковано: Princeton, New Jersey : Princeton University Press [2020]
Серія:Princeton series in applied mathematics.
Онлайн доступ:https://www.jstor.org/stable/10.2307/j.ctvqsdxqd
Зміст:
  • 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.