High-dimensional probability : an introduction with applications in data science / Roman Vershynin, University of California, Irvine

By: Resource type: Ressourcentyp: BuchBookLanguage: English Series: Cambridge series in statistical and probabilistic mathematics ; 47Publisher: Cambridge ; New York, NY ; Port Melbourne, VIC ; New Delhi ; Singapore : Cambridge University Press, 2018Description: xiv, 284 Seiten : Illustrationen, Diagramme ; 26 cm x 18 cmISBN:
  • 9781108415194
Subject(s): Additional physical formats: 9781108231596 | Erscheint auch als: High-dimensional probability. Online-Ausgabe Cambridge : Cambridge University Press, 2018. 1 Online-Ressource ( xiv, 284 Seiten)MSC: MSC: 60-01 | *60-01 | 62-01RVK: RVK: SK 800LOC classification:
  • QA273
DOI: DOI: 10.1017/9781108231596Summary: Preliminaries on random variables -- Concentration of sums of independent random variables -- Random vectors in high dimensions -- Random matrices -- Concentration without independence -- Quadratic forms, symmetrization and contraction -- Random processes -- Chaining -- Deviations of random matrices and geometric consequences -- Sparse recovery -- Dvoretzky-Milman's theoremCall number: Grundsignatur: 2020 E 380PPN: PPN: 1019158433
Total holds: 0

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