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Sinopsis
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.
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Michael Mitzenmacher is a Professor of Computer Science in the School of Engineering and Applied Sciences at Harvard University, Massachusetts. Professor Mitzenmacher has authored or co-authored over 200 conference and journal publications on a variety of topics, including algorithms for the internet, efficient hash-based data structures, erasure and error-correcting codes, power laws, and compression. His work on low-density parity-check codes shared the 2002 IEEE Information Theory Society Best Paper Award and won the 2009 ACM SIGCOMM Test of Time Award. He was elected as the Chair of the ACM Special Interest Group on Algorithms and Computation Theory in 2015.
Eli Upfal is a Professor of Computer Science at Brown University, where he was also the department chair from 2002 to 2007. Prior to joining Brown in 1998, he was a researcher and project manager at the IBM Almaden Research Center, and a professor at the Weizmann Institute of Science, Israel. His main research interests are randomized algorithms, probabilistic analysis of algorithms, and computational statistics, with applications ranging from combinatorial and stochastic optimization, massive data analysis and sampling complexity to computational biology, and computational finance.
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- EditorialCambridge University Press
- Año de publicación2017
- ISBN 10 110715488X
- ISBN 13 9781107154889
- EncuadernaciónTapa dura
- IdiomaInglés
- Número de edición2
- Número de páginas484
- Contacto del fabricanteno disponible
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Probability and Computing: Randomization and Probabilistic Techniques in Algorithms and Data Analysis
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Cambridge University Press, 2017
ISBN 10: 110715488X
ISBN 13: 9781107154889
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Probability and Computing : Randomization and Probabilistic Techniques in Algorithms and Data Analysis
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Cambridge University Press, 2017
ISBN 10: 110715488X
ISBN 13: 9781107154889
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Probability and Computing
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Probability and Computing
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Cambridge University Press, 2017
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Probability and Computing: Randomization and Probabilistic Techniques in Algorithms and Data Analysis
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Cambridge University Press, 2017
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ISBN 13: 9781107154889
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Probability and Computing : Randomization and Probabilistic Techniques in Algorithms and Data Analysis
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Cambridge University Press, 2017
ISBN 10: 110715488X
ISBN 13: 9781107154889
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Probability and Computing
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Buch. Condición: Neu. Neuware -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. 467 pp. Englisch. Nº de ref. del artículo: 9781107154889
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Probability and Computing
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Cambridge University Pr. Jan 2017, 2017
ISBN 10: 110715488X
ISBN 13: 9781107154889
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Librería: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Alemania
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Buch. Condición: Neu. Neuware -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. 467 pp. Englisch. Nº de ref. del artículo: 9781107154889
Cantidad disponible: 1 disponibles
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Probability and Computing: Randomization and Probabilistic Techniques in Algorithms and Data Analysis
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Cambridge University Press, 2017
ISBN 10: 110715488X
ISBN 13: 9781107154889
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Probability and Computing
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ISBN 13: 9781107154889
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Gebunden. Condición: New. This greatly expanded new edition, requiring only an elementary background in discrete mathematics, comprehensively covers randomization and probabilistic techniques in modern computer science. It includes new material relevant to machine learning and big d. Nº de ref. del artículo: 136028171
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