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...

Cur síos iomlán

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí: Juditsky, Anatoli, 1962- (Údar), Nemirovskiĭ, A. S. (Arkadiĭ Semenovich) (Údar)
Formáid: Licensed eBooks
Teanga:Béarla
Foilsithe / Cruthaithe: Princeton, New Jersey : Princeton University Press [2020]
Sraith:Princeton series in applied mathematics.
Rochtain ar líne:https://www.jstor.org/stable/10.2307/j.ctvqsdxqd
Clár na nÁbhar:
  • 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.