Zur Startseite gehen
0,00 €*
Cover: 9780521841085 | Prediction, Learning, and Games | Nicolò Cesa-Bianchi | Buch | 2010
Dekorationsartikel gehören nicht zum Leistungsumfang.
Prediction, Learning, and Games
Buch von Nicolò Cesa-Bianchi
Sprache: Englisch

83,60 €*

inkl. MwSt.

Versandkostenfrei per Post / DHL

Aktuell nicht verfügbar

Kategorien:
Beschreibung
This important new text and reference for researchers and students in machine learning, game theory, statistics and information theory offers the first 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. Old and new forecasting methods are described in a mathematically precise way in order to characterize their theoretical limitations and possibilities.
This important new text and reference for researchers and students in machine learning, game theory, statistics and information theory offers the first 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. Old and new forecasting methods are described in a mathematically precise way in order to characterize their theoretical limitations and possibilities.
Über den Autor
Nicolò Cesa-Bianchi is Professor of Computer Science at the University of Milan, Italy. His research interests include learning theory, pattern analysis, and worst-case analysis of algorithms. He is the acting editor of The Machine Learning Journal.
Inhaltsverzeichnis
1. Introduction; 2. Prediction with expert advice; 3. Tight bounds for specific losses; 4. Randomized prediction; 5. Efficient forecasters for large classes of experts; 6. Prediction with limited feedback; 7. Prediction and playing games; 8. Absolute loss; 9. Logarithmic loss; 10. Sequential investment; 11. Linear pattern recognition; 12. Linear classification; 13. Appendix.
Details
Erscheinungsjahr: 2010
Fachbereich: Allgemeines
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Inhalt: Gebunden
ISBN-13: 9780521841085
ISBN-10: 0521841089
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Cesa-Bianchi, Nicolò
Hersteller: Cambridge University Press
Maße: 260 x 183 x 26 mm
Von/Mit: Nicolò Cesa-Bianchi
Erscheinungsdatum: 29.11.2010
Gewicht: 0,959 kg
Artikel-ID: 102216832
Über den Autor
Nicolò Cesa-Bianchi is Professor of Computer Science at the University of Milan, Italy. His research interests include learning theory, pattern analysis, and worst-case analysis of algorithms. He is the acting editor of The Machine Learning Journal.
Inhaltsverzeichnis
1. Introduction; 2. Prediction with expert advice; 3. Tight bounds for specific losses; 4. Randomized prediction; 5. Efficient forecasters for large classes of experts; 6. Prediction with limited feedback; 7. Prediction and playing games; 8. Absolute loss; 9. Logarithmic loss; 10. Sequential investment; 11. Linear pattern recognition; 12. Linear classification; 13. Appendix.
Details
Erscheinungsjahr: 2010
Fachbereich: Allgemeines
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Inhalt: Gebunden
ISBN-13: 9780521841085
ISBN-10: 0521841089
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Cesa-Bianchi, Nicolò
Hersteller: Cambridge University Press
Maße: 260 x 183 x 26 mm
Von/Mit: Nicolò Cesa-Bianchi
Erscheinungsdatum: 29.11.2010
Gewicht: 0,959 kg
Artikel-ID: 102216832
Warnhinweis

Ähnliche Produkte

Ähnliche Produkte

Taschenbuch
Cover: 9783540048749 | Aufgaben und Lehrsätze aus der Analysis. Tl.1 | Georg Polya (u. a.)
Aufgaben und Lehrsätze aus der Analysis
Erster Band Reihen ¿ Integralrechnung ¿ Funktionentheorie
EAN: 9783540048749
Sprache: Deutsch
Von/Mit: Gabor Szegö (u. a.)

14,99 €*

Lieferzeit 4-7 Werktage

Taschenbuch
Cover: 9783540006626 | The Analysis of Linear Partial Differential Operators I | Hörmander
The Analysis of Linear Partial Differential Operators I
Distribution Theory and Fourier Analysis
EAN: 9783540006626
Sprache: Englisch
Von/Mit: Lars Hörmander

58,84 €*

Aktuell nicht verfügbar

Taschenbuch
Cover: 9781849968744 | An Introduction to Statistical Modeling of Extreme Values | Coles
An Introduction to Statistical Modeling of Extreme Values
EAN: 9781849968744
Sprache: Englisch
Von/Mit: Stuart Coles

174,95 €*

Lieferzeit 2-4 Werktage

Taschenbuch
Cover: 9783540558217 | Statistische Methoden. Bd.1 | Planung und Auswertung | Lothar Sachs
Statistische Methoden
Planung und Auswertung
EAN: 9783540558217
Sprache: Deutsch
Von/Mit: Lothar Sachs

49,99 €*

Aktuell nicht verfügbar

Buch
Cover: 9781119313571 | Garch Models | Christian Francq (u. a.) | Buch | 504 S. | Englisch
Garch Models
Structure, Statistical Inference and Financial Applications
EAN: 9781119313571
Sprache: Englisch
Von/Mit: Christian Francq (u. a.)

126,50 €*

Aktuell nicht verfügbar

Taschenbuch
Cover: 9781484261200 | Beginning Android Games Development | From Beginner to Pro | Buch
Beginning Android Games Development
From Beginner to Pro
EAN: 9781484261200
Sprache: Englisch
Von/Mit: Ted Hagos (u. a.)

64,19 €*

Aktuell nicht verfügbar

Taschenbuch
Cover: 9783662643396 | Introduction to Differential Geometry | Dietmar A. Salamon (u. a.)
Introduction to Differential Geometry
EAN: 9783662643396
Sprache: Englisch
Von/Mit: Dietmar A. Salamon (u. a.)

69,54 €*

Aktuell nicht verfügbar

Buch
Cover: 9781631495922 | Counting | How We Use Numbers to Decide What Matters | Deborah Stone
Counting: How We Use Numbers to Decide What Matters
EAN: 9781631495922
Sprache: Englisch
Von/Mit: Deborah Stone

32,75 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9781484289822 | Beginner's Guide to Streamlit with Python | Sujay Raghavendra | Buch
Beginner's Guide to Streamlit with Python
Build Web-Based Data and Machine Learning Applications
EAN: 9781484289822
Sprache: Englisch
Von/Mit: Sujay Raghavendra

48,14 €*

Aktuell nicht verfügbar

Buch
Cover: 9781394258710 | Mastering Marketing Data Science | Iain Brown | Buch | Englisch | 2024
Mastering Marketing Data Science
A Comprehensive Guide for Today's Marketers
EAN: 9781394258710
Sprache: Englisch
Von/Mit: Iain Brown

84,75 €*

Lieferzeit 1-2 Wochen

Diese Website verwendet Cookies, um eine bestmögliche Erfahrung bieten zu können. Mehr Informationen ...