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Information-Theoretic Methods in Data Science, Miguel R. D. Rodrigues, Yonina C. Eldar


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Автор: Miguel R. D. Rodrigues, Yonina C. Eldar
Название:  Information-Theoretic Methods in Data Science
Перевод названия: Мигель Р.Д. Родригес, Ёнина Си. Элдар: Теоретико-информационные методы в науке о данных
ISBN: 9781108427135
Издательство: Cambridge Academ
Классификация:



ISBN-10: 1108427138
Обложка/Формат: Hardback
Страницы: 560
Вес: 0.42 кг.
Дата издания: 08.04.2021
Серия: Reference/Librarianship
Язык: English
Иллюстрации: Worked examples or exercises; 1 halftones, black and white; 73 line drawings, black and white; worked examples or exercises; 1 halftones, black and white; 73 line drawings, black and white
Размер: 22.86 x 15.24 x 4.29 cm
Читательская аудитория: Professional and scholarly
Ключевые слова: Information theory,Machine learning,Probability & statistics,Signal processing, TECHNOLOGY & ENGINEERING / Signals & Signal
Ссылка на Издательство: Link
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Поставляется из: Англии
Описание: The first unified treatment of the interface between information theory and emerging topics in data science, written in a clear, tutorial style. Covering topics such as data acquisition, representation, analysis, and communication, it is ideal for graduate students and researchers in information theory, signal processing, and machine learning.


Set-Theoretic Methods in Control

Название: Set-Theoretic Methods in Control
ISBN: 3319179322 ISBN-13(EAN): 9783319179322
Издательство: Springer
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Цена: 18167.00 р.
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Описание: The second edition of this monograph describes the set-theoretic approach for the control and analysis of dynamic systems, both from a theoretical and practical standpoint.

Game-Theoretic Learning and Distributed Optimization in Memoryless Multi-Agent Systems

Автор: Tatiana Tatarenko
Название: Game-Theoretic Learning and Distributed Optimization in Memoryless Multi-Agent Systems
ISBN: 3319654780 ISBN-13(EAN): 9783319654782
Издательство: Springer
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Цена: 12577.00 р.
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Описание: These methods do not require the agents to have the full information about the system, but instead allow them to make their local decisions based only on the local information, possibly obtained during communication with their local neighbors.

Game Theoretic Modeling

Автор: Gillman, Rick
Название: Game Theoretic Modeling
ISBN: 1482248093 ISBN-13(EAN): 9781482248098
Издательство: Taylor&Francis
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Цена: 9645.00 р.
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Описание: This is an introductory game theory book that quickly moves readers through the fundamental ideas of game theory to enable them to engage in creative modeling projects based on game theoretic concepts.

Information Theoretic Perspectives on 5G Systems and Beyond

Автор: Ivana Maric, Shlomo Shamai (Shitz), Osvaldo Simeone
Название: Information Theoretic Perspectives on 5G Systems and Beyond
ISBN: 1108416470 ISBN-13(EAN): 9781108416474
Издательство: Cambridge Academ
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Цена: 12355.00 р.
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Описание: Understand key information-theoretic principles that underpin the design of next-generation cellular systems with this invaluable resource. This book is the perfect tool for researchers and graduate students in the field of information theory and wireless communications, as well as for practitioners in the telecommunications industry.

Information Theoretic Learning

Автор: Jose C. Principe
Название: Information Theoretic Learning
ISBN: 1461425859 ISBN-13(EAN): 9781461425854
Издательство: Springer
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Цена: 21661.00 р.
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Описание: This book is the first cohesive treatment of ITL algorithms to adapt linear or nonlinear learning machines both in supervised and unsupervised paradigms. It compares the performance of ITL algorithms with the second order counterparts in many applications.

Algebraic and Proof-theoretic Aspects of Non-classical Logics

Автор: S. Aguzzoli; A. Ciabattoni; B. Gerla; C. Manara; V
Название: Algebraic and Proof-theoretic Aspects of Non-classical Logics
ISBN: 3540759387 ISBN-13(EAN): 9783540759386
Издательство: Springer
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Цена: 9781.00 р.
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Описание: Covers contributions to the International Conference on the Algebraic and Logical Foundations of Many-Valued Reasoning, held in Gargnano, Italy, in March 2006.

Game-Theoretic Probability: Theory and Application s to Prediction, Science, and Finance, Second Edit ion

Автор: Shafer
Название: Game-Theoretic Probability: Theory and Application s to Prediction, Science, and Finance, Second Edit ion
ISBN: 0470903058 ISBN-13(EAN): 9780470903056
Издательство: Wiley
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Цена: 14565.00 р.
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Описание:

Game-theoretic probability and finance come of age

Glenn Shafer and Vladimir Vovk's Probability and Finance, published in 2001, showed that perfect-information games can be used to define mathematical probability. Based on fifteen years of further research, Game-Theoretic Foundations for Probability and Finance presents a mature view of the foundational role game theory can play. Its account of probability theory opens the way to new methods of prediction and testing and makes many statistical methods more transparent and widely usable. Its contributions to finance theory include purely game-theoretic accounts of Ito's stochastic calculus, the capital asset pricing model, the equity premium, and portfolio theory.

Game-Theoretic Foundations for Probability and Finance is a book of research. It is also a teaching resource. Each chapter is supplemented with carefully designed exercises and notes relating the new theory to its historical context.

Praise from early readers

"Ever since Kolmogorov's Grundbegriffe, the standard mathematical treatment of probability theory has been measure-theoretic. In this ground-breaking work, Shafer and Vovk give a game-theoretic foundation instead. While being just as rigorous, the game-theoretic approach allows for vast and useful generalizations of classical measure-theoretic results, while also giving rise to new, radical ideas for prediction, statistics and mathematical finance without stochastic assumptions. The authors set out their theory in great detail, resulting in what is definitely one of the most important books on the foundations of probability to have appeared in the last few decades." - Peter Gr nwald, CWI and University of Leiden

"Shafer and Vovk have thoroughly re-written their 2001 book on the game-theoretic foundations for probability and for finance. They have included an account of the tremendous growth that has occurred since, in the game-theoretic and pathwise approaches to stochastic analysis and in their applications to continuous-time finance. This new book will undoubtedly spur a better understanding of the foundations of these very important fields, and we should all be grateful to its authors." - Ioannis Karatzas, Columbia University

Entropy Demystified: The Second Law Reduced To Plain Common Sense (Second Edition)

Автор: Ben-Naim Arieh
Название: Entropy Demystified: The Second Law Reduced To Plain Common Sense (Second Edition)
ISBN: 9813100125 ISBN-13(EAN): 9789813100121
Издательство: World Scientific Publishing
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Цена: 3802.00 р.
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Описание:

"It can be used as a supplementary material for teaching thermodynamics and statistical physics at an undergraduate or postgraduate level and can be a great read for undergraduate and postgraduate students of Sciences and Engineering."

Contemporary Physics

"It can be used as a supplementary material for teaching thermodynamics and statistical physics at an undergraduate or postgraduate level and can be a great read for undergraduate and postgraduate students of Sciences and Engineering."

Contemporary Physics

In this unique book, the reader is invited to experience the joy of appreciating something which has eluded understanding for many years -- entropy and the Second Law of Thermodynamics. The book has a two-pronged message: first, that the Second Law is not infinitely incomprehensible as commonly stated in most textbooks on thermodynamics, but can, in fact, be comprehended through sheer common sense; and second, that entropy is not a mysterious quantity that has resisted understanding but a simple, familiar and easily comprehensible concept.

Written in an accessible style, the book guides the reader through an abundance of dice games and examples from everyday life. The author paves the way for readers to discover for themselves what entropy is, how it changes, and, most importantly, why it always changes in one direction in a spontaneous process.

In this new edition, seven simulated games are included so that the reader can actually experiment with the games described in the book. These simulated games are meant to enhance the readers' understanding and sense of joy upon discovering the Second Law of Thermodynamics.

All errors in the previous edition were corrected and a whole new section (7.7) has been added in which the meaning of entropy is explain in simple lanaguage.

Video intro on the Bestsellers on Entropy by Arieh Ben-Naim

Notes on Economic Time Series Analysis: System Theoretic Perspectives

Автор: Masanao Aoki
Название: Notes on Economic Time Series Analysis: System Theoretic Perspectives
ISBN: 3540126961 ISBN-13(EAN): 9783540126966
Издательство: Springer
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Цена: 15372.00 р.
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Описание: In seminars and graduate level courses I have had several opportunities to discuss modeling and analysis of time series with economists and economic graduate students during the past several years.

Operator-Adapted Wavelets, Fast Solvers, and Numerical Homogenization: From a Game Theoretic Approach to Numerical Approximation and Algorithm Design

Автор: Houman Owhadi, Clint Scovel
Название: Operator-Adapted Wavelets, Fast Solvers, and Numerical Homogenization: From a Game Theoretic Approach to Numerical Approximation and Algorithm Design
ISBN: 1108484360 ISBN-13(EAN): 9781108484367
Издательство: Cambridge Academ
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Цена: 23285.00 р.
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Описание: This book, meant for graduate students and researchers, explores the connections between numerical approximation and statistical inference from a game and decision theoretic perspective, and illustrates these interplays by addressing problems related to numerical homogenization, operator adapted wavelets, and fast solvers.


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