Prediction, Learning, and Games

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9780521841085: Prediction, Learning, and Games

This important text and reference for researchers and students in machine learning, game theory, statistics and information theory offers a comprehensive treatment of the problem of predicting individual sequences. Unlike standard statistical approaches to forecasting, prediction of individual sequences does not impose any probabilistic assumption on the data-generating mechanism. Yet, prediction algorithms can be constructed that work well for all possible sequences, in the sense that their performance is always nearly as good as the best forecasting strategy in a given reference class. The central theme is the model of prediction using expert advice, a general framework within which many related problems can be cast and discussed. Repeated game playing, adaptive data compression, sequential investment in the stock market, sequential pattern analysis, and several other problems are viewed as instances of the experts' framework and analyzed from a common nonstochastic standpoint that often reveals new and intriguing connections.

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Book Description:

'This book is a comprehensive treatment of current results on predicting using expert advice.' Mathematical Reviews

Book Description:

The central theme here is a model of prediction using expert advice, a general framework within which many related problems can be cast and discussed, including repeated game playing, adaptive data compression, sequential investment in the stock market, and sequential pattern analysis.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

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1.

Cesa-Bianchi, Nicolo; Lugosi, Gabor
Editore: Cambridge University Press
ISBN 10: 0521841089 ISBN 13: 9780521841085
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Descrizione libro Cambridge University Press. Hardback. Condizione libro: new. BRAND NEW PRINT ON DEMAND., Prediction, Learning, and Games, Nicolo Cesa-Bianchi, Gabor Lugosi, This important text and reference for researchers and students in machine learning, game theory, statistics and information theory offers a comprehensive treatment of the problem of predicting individual sequences. Unlike standard statistical approaches to forecasting, prediction of individual sequences does not impose any probabilistic assumption on the data-generating mechanism. Yet, prediction algorithms can be constructed that work well for all possible sequences, in the sense that their performance is always nearly as good as the best forecasting strategy in a given reference class. The central theme is the model of prediction using expert advice, a general framework within which many related problems can be cast and discussed. Repeated game playing, adaptive data compression, sequential investment in the stock market, sequential pattern analysis, and several other problems are viewed as instances of the experts' framework and analyzed from a common nonstochastic standpoint that often reveals new and intriguing connections. Codice libro della libreria B9780521841085

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2.

Cesa-Bianchi, Nicolo; Lugosi, Gabor
Editore: CAMBRIDGE UNIVERSITY PRESS, United Kingdom (2006)
ISBN 10: 0521841089 ISBN 13: 9780521841085
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Descrizione libro CAMBRIDGE UNIVERSITY PRESS, United Kingdom, 2006. Hardback. Condizione libro: New. 262 x 184 mm. Language: English . Brand New Book. This important text and reference for researchers and students in machine learning, game theory, statistics and information theory offers a comprehensive treatment of the problem of predicting individual sequences. Unlike standard statistical approaches to forecasting, prediction of individual sequences does not impose any probabilistic assumption on the data-generating mechanism. Yet, prediction algorithms can be constructed that work well for all possible sequences, in the sense that their performance is always nearly as good as the best forecasting strategy in a given reference class. The central theme is the model of prediction using expert advice, a general framework within which many related problems can be cast and discussed. Repeated game playing, adaptive data compression, sequential investment in the stock market, sequential pattern analysis, and several other problems are viewed as instances of the experts framework and analyzed from a common nonstochastic standpoint that often reveals new and intriguing connections. Codice libro della libreria AAZ9780521841085

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Cesa-Bianchi, Nicolo; Lugosi, Gabor
Editore: CAMBRIDGE UNIVERSITY PRESS, United Kingdom (2006)
ISBN 10: 0521841089 ISBN 13: 9780521841085
Nuovi Rilegato Quantità: 1
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Descrizione libro CAMBRIDGE UNIVERSITY PRESS, United Kingdom, 2006. Hardback. Condizione libro: New. 262 x 184 mm. Language: English . Brand New Book. This important text and reference for researchers and students in machine learning, game theory, statistics and information theory offers a comprehensive treatment of the problem of predicting individual sequences. Unlike standard statistical approaches to forecasting, prediction of individual sequences does not impose any probabilistic assumption on the data-generating mechanism. Yet, prediction algorithms can be constructed that work well for all possible sequences, in the sense that their performance is always nearly as good as the best forecasting strategy in a given reference class. The central theme is the model of prediction using expert advice, a general framework within which many related problems can be cast and discussed. Repeated game playing, adaptive data compression, sequential investment in the stock market, sequential pattern analysis, and several other problems are viewed as instances of the experts framework and analyzed from a common nonstochastic standpoint that often reveals new and intriguing connections. Codice libro della libreria AAZ9780521841085

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Cesa-Bianchi, Nicolo; Lugosi, Gabor
ISBN 10: 0521841089 ISBN 13: 9780521841085
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Descrizione libro Condizione libro: New. Bookseller Inventory # ST0521841089. Codice libro della libreria ST0521841089

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Cesa-Bianchi, Nicolo; Lugosi, Gabor
Editore: Cambridge University Press (2006)
ISBN 10: 0521841089 ISBN 13: 9780521841085
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Descrizione libro Cambridge University Press, 2006. HRD. Condizione libro: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Codice libro della libreria GB-9780521841085

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Cesa-Bianchi, Nicolo; Lugosi, Gabor
Editore: Cambridge University Press 2006-03-13, Cambridge (2006)
ISBN 10: 0521841089 ISBN 13: 9780521841085
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Descrizione libro Cambridge University Press 2006-03-13, Cambridge, 2006. hardback. Condizione libro: New. Codice libro della libreria 9780521841085

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Cesa-Bianchi, Nicolo; Lugosi, Gabor
Editore: Cambridge University Press (2006)
ISBN 10: 0521841089 ISBN 13: 9780521841085
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Descrizione libro Cambridge University Press, 2006. Condizione libro: New. 2006. Hardcover. This book provides a general framework for repeated game playing, adaptive data compression, sequential investments, sequential pattern analysis and other problems. Num Pages: 408 pages, 2 tables 200 exercises. BIC Classification: PBT. Category: (P) Professional & Vocational. Dimension: 263 x 186 x 28. Weight in Grams: 902. 406 pages, 2 tables 200 exercises. Prediction using expert advice provides a general framework for repeated game playing, adaptive data compression, sequential investments, sequential pattern analysis and other problems. Cateogry: (P) Professional & Vocational. BIC Classification: PBT. Dimension: 263 x 186 x 28. Weight: 902. . . . . . . Codice libro della libreria V9780521841085

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Cesa-Bianchi, Nicolo; Lugosi, Gabor
ISBN 10: 0521841089 ISBN 13: 9780521841085
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Descrizione libro Hardback. Condizione libro: New. Not Signed; This important text and reference for researchers and students in machine learning, game theory, statistics and information theory offers a comprehensive treatment of the problem of predicting individual sequences. Unlike standard statistical approaches to forecasting, prediction of individual seque. book. Codice libro della libreria ria9780521841085_rkm

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Cesa-Bianchi, Nicolo; Lugosi, Gabor
Editore: Cambridge University Press
ISBN 10: 0521841089 ISBN 13: 9780521841085
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Descrizione libro Cambridge University Press. Condizione libro: New. 2006. Hardcover. This book provides a general framework for repeated game playing, adaptive data compression, sequential investments, sequential pattern analysis and other problems. Num Pages: 408 pages, 2 tables 200 exercises. BIC Classification: PBT. Category: (P) Professional & Vocational. Dimension: 263 x 186 x 28. Weight in Grams: 902. 406 pages, 2 tables 200 exercises. Prediction using expert advice provides a general framework for repeated game playing, adaptive data compression, sequential investments, sequential pattern analysis and other problems. Cateogry: (P) Professional & Vocational. BIC Classification: PBT. Dimension: 263 x 186 x 28. Weight: 902. . . . . . Books ship from the US and Ireland. Codice libro della libreria V9780521841085

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10.

Cesa-Bianchi, Nicolo; Lugosi, Gabor
Editore: Cambridge University Press (2006)
ISBN 10: 0521841089 ISBN 13: 9780521841085
Nuovi Rilegato Quantità: 1
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Green Books
(Wicklow, Irlanda)
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Descrizione libro Cambridge University Press, 2006. Hardcover. Condizione libro: New. Brand New Book. Shipping: Once your order has been confirmed and payment received, your order will then be processed. The book will be located by our staff, packaged and despatched to you as quickly as possible. From time to time, items get mislaid en route. If your item fails to arrive, please contact us first. We will endeavour to trace the item for you and where necessary, replace or refund the item. Please do not leave negative feedback without contacting us first. All orders will be dispatched within two working days. If you have any quesions please contact us. Codice libro della libreria V9780521841085

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