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Probability and computing : randomization and probabilistic techniques in algorithms and data analysis / Michael Mitzenmacher, Eli Upfal

By: Contributor(s): Resource type: Ressourcentyp: BuchBookLanguage: English Publisher: Cambridge ; New York, NY ; Port Melbourne, VIC ; Delhi ; Singapore : Cambridge University Press, [2017]Copyright date: © 2017Edition: Second editionDescription: xx, 467 Seiten : DiagrammeISBN:
  • 9781107154889
Subject(s): MSC: MSC: *60-01 | 60-08 | 60C05 | 68-01 | 68W20 | 68W40 | 68Q25RVK: RVK: ST 130 | ST 230 | SK 800 | SK 820 | ST 134LOC classification:
  • QA274
Note: Hinweis: 2. ed. 2017, 4. print. 2020Summary: "Greatly expanded, this new edition requires only an elementary background in discrete mathematics and offers a comprehensive introduction to the role of randomization and probabilistic techniques in modern computer science. Newly added chapters and sections cover topics including normal distributions, sample complexity, VC dimension, Rademacher complexity, power laws and related distributions, cuckoo hashing, and the Lovasz Local Lemma. Material relevant to machine learning and big data analysis enables students to learn modern techniques and applications. Among the many new exercises and examples are programming-related exercises that provide students with excellent training in solving relevant problems. This book provides an indispensable teaching tool to accompany a one- or two-semester course for advanced undergraduate students in computer science and applied mathematics"--Call number: Grundsignatur: 2020 E 2061(2)PPN: PPN: 870598597
Holdings
Item type Home library Shelving location Call number Status Notes Date due Barcode
Freihandbestand ausleihbar Fachbibliothek Mathematik Bibliothek / frei aufgestellt Stoch. / Mit Available 4th. printing 2020 36531488090
Handbibliothek ITI Handbibliothek (Ausleihe und Einsicht nicht möglich) 2020 E 2061(2) Checked out Ausleihe und Einsicht nicht möglich 02.11.2040 53384386090
Total holds: 0