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Game Theory And Learning For Wireless Networks

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Game Theory and Learning for Wireless Networks

Game Theory and Learning for Wireless Networks Book
Author : Samson Lasaulce,Hamidou Tembine
Publisher : Academic Press
Release : 2011
ISBN : 0123846986
Language : En, Es, Fr & De

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Book Description :

This is the first comprehensive tutorial on game theory and its application to wireless communications. The book starts with a guide to the essential principles of game theory relevant to the communications engineer, giving tools that can be used to develop applications in wireless communications. It explains how game theory models can be applied to distributed resource allocation in a perfect world. Having clarified how the models can be applied in principle, the book then gives practical implementation methods for the real world, showing how the models in the perfect world need to be adapted to real life situations which are far from perfect. The first tutorial style book that gives all the relevant theory, at the right level of rigour, for the wireless communications engineer Bridges the gap between theory and practice by giving examples and case studies showing how game theory can solve real world resource allocation problems Contains algorithms and techniques to implement game theory in wireless terminals.

Game Theory for Wireless Engineers

Game Theory for Wireless Engineers Book
Author : Allen B. MacKenzie,Luiz A. DaSilva
Publisher : Morgan & Claypool Publishers
Release : 2006-12-01
ISBN : 1598290177
Language : En, Es, Fr & De

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Book Description :

The application of mathematical analysis to wireless networks has met with limited success, due to the complexity of mobility and traffic models, coupled with the dynamic topology and the unpredictability of link quality that characterize such networks. The ability to model individual, independent decision makers whose actions potentially affect all other decision makers makes game theory particularly attractive to analyze the performance of ad hoc networks. Game theory is a field of applied mathematics that describes and analyzes interactive decision situations. It consists of a set of analytical tools that predict the outcome of complex interactions among rational entities, where rationality demands a strict adherence to a strategy based on perceived or measured results. In the early to mid-1990's, game theory was applied to networking problems including flow control, congestion control, routing and pricing of Internet services. More recently, there has been growing interest in adopting game-theoretic methods to model today's leading communications and networking issues, including power control and resource sharing in wireless and peer-to-peer networks. This work presents fundamental results in game theory and their application to wireless communications and networking. We discuss normal-form, repeated, and Markov games with examples selected from the literature. We also describe ways in which learning can be modeled in game theory, with direct applications to the emerging field of cognitive radio. Finally, we discuss challenges and limitations in the application of game theory to the analysis of wireless systems. We do not assume familiarity with game theory. We introduce major game theoretic models and discuss applications of game theory including medium access, routing, energy-efficient protocols, and others. We seek to provide the reader with a foundational understanding of the current research on game theory applied to wireless communications and networking.

Game Theory for Networks

Game Theory for Networks Book
Author : Lingjie Duan,Anibal Sanjab,Husheng Li,Xu Chen,Donatello Materassi,Rachid Elazouzi
Publisher : Springer
Release : 2017-09-15
ISBN : 3319675400
Language : En, Es, Fr & De

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Book Description :

This book constitutes the refereed proceedings of the 7th EAI International Conference on Game Theory for Networks, GameNets 2017, held in Knoxville, Tennessee, USA, in May 2017. The 10 conference papers and 5 invited papers presented cover topics such as smart electric grid, Internet of Things (IoT), social networks, networks security, mobile service markets, and epidemic control.

Game Theory and Learning for Wireless Networks

Game Theory and Learning for Wireless Networks Book
Author : Samson Lasaulce,Hamidou Tembine
Publisher : Academic Press
Release : 2011-09-19
ISBN : 0123846994
Language : En, Es, Fr & De

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Book Description :

Written by leading experts in the field, Game Theory and Learning for Wireless Networks Covers how theory can be used to solve prevalent problems in wireless networks such as power control, resource allocation or medium access control. With the emphasis now on promoting ‘green’ solutions in the wireless field where power consumption is minimized, there is an added focus on developing network solutions that maximizes the use of the spectrum available. With the growth of distributed wireless networks such as Wi-Fi and the Internet; the push to develop ad hoc and cognitive networks has led to a considerable interest in applying game theory to wireless communication systems. Game Theory and Learning for Wireless Networks is the first comprehensive resource of its kind, and is ideal for wireless communications R&D engineers and graduate students. Samson Lasaulce is a senior CNRS researcher at the Laboratory of Signals and Systems (LSS) at Supélec, Gif-sur-Yvette, France. He is also a part-time professor in the Department of Physics at École Polytechnique, Palaiseau, France. Hamidou Tembine is a professor in the Department of Telecommunications at Supélec, Gif-sur-Yvette, France. Merouane Debbah is a professor at Supélec, Gif-sur-Yvette, France. He is the holder of the Alcatel-Lucent chair in flexible radio since 2007. The first tutorial style book that gives all the relevant theory, at the right level of rigour, for the wireless communications engineer Bridges the gap between theory and practice by giving examples and case studies showing how game theory can solve real world resource allocation problems Contains algorithms and techniques to implement game theory in wireless terminals

Game Theory Framework Applied to Wireless Communication Networks

Game Theory Framework Applied to Wireless Communication Networks Book
Author : Yang, Chungang
Publisher : IGI Global
Release : 2015-08-26
ISBN : 146668643X
Language : En, Es, Fr & De

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Book Description :

The popularity of smart phones and other mobile devices has brought about major expansion in the realm of wireless communications. With this growth comes the need to improve upon network capacity and overall user experience, and game-based methods can offer further enhancements in this area. Game Theory Framework Applied to Wireless Communication Networks is a pivotal reference source for the latest scholarly research on the application of game-theoretic approaches to enhance wireless networking. Featuring prevailing coverage on a range of topics relating to the advanced game model, mechanism designs, and effective equilibrium concepts, this publication is an essential reference source for researchers, students, technology developers, and engineers. This publication features extensive, research-based chapters across a broad scope of relevant topics, including potential games, coalition formation game, heterogeneous networks, radio resource allocation, coverage optimization, distributed dynamic resource allocation, dynamic spectrum access, physical layer security, and cooperative video transmission.

Game Theory For Wireless Engineers Communication

Game Theory For Wireless Engineers   Communication Book
Author : Allen Brantley MacKenzie
Publisher : Unknown
Release : 2006
ISBN : 9781598293609
Language : En, Es, Fr & De

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Book Description :

Download Game Theory For Wireless Engineers Communication book written by Allen Brantley MacKenzie, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Distributed Strategic Learning for Wireless Engineers

Distributed Strategic Learning for Wireless Engineers Book
Author : Hamidou Tembine
Publisher : CRC Press
Release : 2018-10-08
ISBN : 1351832778
Language : En, Es, Fr & De

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Book Description :

Although valued for its ability to allow teams to collaborate and foster coalitional behaviors among the participants, game theory’s application to networking systems is not without challenges. Distributed Strategic Learning for Wireless Engineers illuminates the promise of learning in dynamic games as a tool for analyzing network evolution and underlines the potential pitfalls and difficulties likely to be encountered. Establishing the link between several theories, this book demonstrates what is needed to learn strategic interaction in wireless networks under uncertainty, randomness, and time delays. It addresses questions such as: How much information is enough for effective distributed decision making? Is having more information always useful in terms of system performance? What are the individual learning performance bounds under outdated and imperfect measurement? What are the possible dynamics and outcomes if the players adopt different learning patterns? If convergence occurs, what is the convergence time of heterogeneous learning? What are the issues of hybrid learning? How can one develop fast and efficient learning schemes in scenarios where some players have more information than the others? What is the impact of risk-sensitivity in strategic learning systems? How can one construct learning schemes in a dynamic environment in which one of the players do not observe a numerical value of its own-payoffs but only a signal of it? How can one learn "unstable" equilibria and global optima in a fully distributed manner? The book provides an explicit description of how players attempt to learn over time about the game and about the behavior of others. It focuses on finite and infinite systems, where the interplay among the individual adjustments undertaken by the different players generates different learning dynamics, heterogeneous learning, risk-sensitive learning, and hybrid dynamics.

Highlight on Game Theory

Highlight on Game Theory Book
Author : Jocelyn Fiorina
Publisher : Società Editrice Esculapio
Release : 2012-06-01
ISBN : 8874885156
Language : En, Es, Fr & De

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Book Description :

This volume gathers the lecture notes of the Second International Summer School on Cognitive Wireless Communications “Highlight on Game Theory”, held in Paris, France, on July 10-13, 2012. The school was initiated by the European ACTION IC0902 funded by COST (European Cooperation in Science and Technology, www.cost.eu) in the domain of InformationTechnologies(ICT) and organized by Supélec laboratories, research groups and Game Theory, which has been applied at the beginning in economics and related domains, is gaining much interest today as a powerful tool to analyze and design communication networks. More specifically, it is particularly suited to the context of cognitive radio, where complex cognitive radio terminals could generate an overall chaotic behavior of the whole network without the appropriate analysis that can be brought by Game Theory. The objectives of this 4-days Summer School were to give to the participants a solid knowledge of the theoretic foundations of game theory, and to provide a deep insight to applications with specific case studies in the context of wireless networks and cognitive radio. The book is arranged following the training school program over the four days, presenting for each class a short abstract followed by the handouts presented by the lecturers.

Dynamic Games for Network Security

Dynamic Games for Network Security Book
Author : Xiaofan He,Huaiyu Dai
Publisher : Springer
Release : 2018-02-28
ISBN : 3319758713
Language : En, Es, Fr & De

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Book Description :

The goal of this SpringerBrief is to collect and systematically present the state-of-the-art in this research field and the underlying game-theoretic and learning tools to the broader audience with general network security and engineering backgrounds. Particularly, the exposition of this book begins with a brief introduction of relevant background knowledge in Chapter 1, followed by a review of existing applications of SG in addressing various dynamic network security problems in Chapter 2. A detailed treatment of dynamic security games with information asymmetry is given in Chapters 3–5. Specifically, dynamic security games with extra information that concerns security competitions, where the defender has an informational advantage over the adversary are discussed in Chapter 3. The complementary scenarios where the defender lacks information about the adversary is examined in Chapter 4 through the lens of incomplete information SG. Chapter 5 is devoted to the exploration of how to proactively create information asymmetry for the defender’s benefit. The primary audience for this brief includes network engineers interested in security decision-making in dynamic network security problems. Researchers interested in the state-of-the-art research on stochastic game theory and its applications in network security will be interested in this SpringerBrief as well. Also graduate and undergraduate students interested in obtaining comprehensive information on stochastic game theory and applying it to address relevant research problems can use this SpringerBrief as a study guide. Lastly, concluding remarks and our perspective for future works are presented in Chapter 6.

Distributed Strategic Learning for Wireless Engineers

Distributed Strategic Learning for Wireless Engineers Book
Author : Hamidou Tembine
Publisher : CRC Press
Release : 2018-10-08
ISBN : 1439876444
Language : En, Es, Fr & De

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Book Description :

Although valued for its ability to allow teams to collaborate and foster coalitional behaviors among the participants, game theory’s application to networking systems is not without challenges. Distributed Strategic Learning for Wireless Engineers illuminates the promise of learning in dynamic games as a tool for analyzing network evolution and underlines the potential pitfalls and difficulties likely to be encountered. Establishing the link between several theories, this book demonstrates what is needed to learn strategic interaction in wireless networks under uncertainty, randomness, and time delays. It addresses questions such as: How much information is enough for effective distributed decision making? Is having more information always useful in terms of system performance? What are the individual learning performance bounds under outdated and imperfect measurement? What are the possible dynamics and outcomes if the players adopt different learning patterns? If convergence occurs, what is the convergence time of heterogeneous learning? What are the issues of hybrid learning? How can one develop fast and efficient learning schemes in scenarios where some players have more information than the others? What is the impact of risk-sensitivity in strategic learning systems? How can one construct learning schemes in a dynamic environment in which one of the players do not observe a numerical value of its own-payoffs but only a signal of it? How can one learn "unstable" equilibria and global optima in a fully distributed manner? The book provides an explicit description of how players attempt to learn over time about the game and about the behavior of others. It focuses on finite and infinite systems, where the interplay among the individual adjustments undertaken by the different players generates different learning dynamics, heterogeneous learning, risk-sensitive learning, and hybrid dynamics.

Game Theory for Next Generation Wireless and Communication Networks

Game Theory for Next Generation Wireless and Communication Networks Book
Author : Zhu Han,Dusit Niyato,Walid Saad,Tamer Başar
Publisher : Cambridge University Press
Release : 2019-06-30
ISBN : 1108417337
Language : En, Es, Fr & De

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Book Description :

A unified treatment of the latest game theoretic approaches for designing, modeling, and optimizing emerging wireless communication networks. Covering theory, analytical tools, and applications, it is ideal for researchers and graduate students in academia and industry designing efficient, scalable and robust protocols for future wireless networks.

Advances in Reinforcement Learning

Advances in Reinforcement Learning Book
Author : Abdelhamid Mellouk
Publisher : IntechOpen
Release : 2011-01-14
ISBN : 9789533073699
Language : En, Es, Fr & De

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Book Description :

Reinforcement Learning (RL) is a very dynamic area in terms of theory and application. This book brings together many different aspects of the current research on several fields associated to RL which has been growing rapidly, producing a wide variety of learning algorithms for different applications. Based on 24 Chapters, it covers a very broad variety of topics in RL and their application in autonomous systems. A set of chapters in this book provide a general overview of RL while other chapters focus mostly on the applications of RL paradigms: Game Theory, Multi-Agent Theory, Robotic, Networking Technologies, Vehicular Navigation, Medicine and Industrial Logistic.

Machine Learning and Cognitive Computing for Mobile Communications and Wireless Networks

Machine Learning and Cognitive Computing for Mobile Communications and Wireless Networks Book
Author : Krishna Kant Singh,Akansha Singh,Korhan Cengiz,Dac-Nhuong Le
Publisher : John Wiley & Sons
Release : 2020-07-08
ISBN : 1119640369
Language : En, Es, Fr & De

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Book Description :

Communication and network technology has witnessed recent rapid development and numerous information services and applications have been developed globally. These technologies have high impact on society and the way people are leading their lives. The advancement in technology has undoubtedly improved the quality of service and user experience yet a lot needs to be still done. Some areas that still need improvement include seamless wide-area coverage, high-capacity hot-spots, low-power massive-connections, low-latency and high-reliability and so on. Thus, it is highly desirable to develop smart technologies for communication to improve the overall services and management of wireless communication. Machine learning and cognitive computing have converged to give some groundbreaking solutions for smart machines. With these two technologies coming together, the machines can acquire the ability to reason similar to the human brain. The research area of machine learning and cognitive computing cover many fields like psychology, biology, signal processing, physics, information theory, mathematics, and statistics that can be used effectively for topology management. Therefore, the utilization of machine learning techniques like data analytics and cognitive power will lead to better performance of communication and wireless systems.

Spectrum Sharing in Wireless Networks

Spectrum Sharing in Wireless Networks Book
Author : John D. Matyjas,Sunil Kumar,Fei Hu
Publisher : CRC Press
Release : 2016-11-17
ISBN : 1315353350
Language : En, Es, Fr & De

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Book Description :

Spectrum Sharing in Wireless Networks: Fairness, Efficiency, and Security provides a broad overview of wireless network spectrum sharing in seven distinct sections: The first section examines the big picture and basic principles, explaining the concepts of spectrum sharing, hardware/software function requirements for efficient sharing, and future trends of sharing strategies. The second section contains more than 10 chapters that discuss differing approaches to efficient spectrum sharing. The authors introduce a new coexistence and sharing scheme for multi-hop networks, describe the space-time sharing concept, introduce LTE-U, and examine sharing in broadcast and unicast environments. They then talk about different cooperation strategies to achieve mutual benefits for primary users (PU) and secondary users (SU), discuss protocols in a spectrum sharing context, and provide different game theory models between PUs and SUs. The third section explains how to model the interactions of PUs and SUs, using an efficient calculation method to determine spectrum availability. Additionally, this section explains how to use scheduling models to achieve efficient SU traffic delivery. The subject of the fourth section is MIMO-oriented design. It focuses on how directional antennas and MIMO antennas greatly enhance wireless network performance. The authors include a few chapters on capacity/rate calculations as well as beamforming issues under MIMO antennas. Power control is covered in the fifth section which also describes the interference-aware power allocation schemes among cognitive radio users and the power control schemes in cognitive radios. The sixth section provides a comprehensive look at security issues, including different types of spectrum sharing attacks and threats as well as corresponding countermeasure schemes. The seventh and final section covers issues pertaining to military applications and examines how the military task protects its data flows when sharing the spectrum with civilian applications.

Game Theory in Wireless and Communication Networks

Game Theory in Wireless and Communication Networks Book
Author : Zhu Han
Publisher : Cambridge University Press
Release : 2012
ISBN : 0521196965
Language : En, Es, Fr & De

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Book Description :

This unified 2001 treatment of game theory focuses on finding state-of-the-art solutions to issues surrounding the next generation of wireless and communications networks. The key results and tools of game theory are covered, as are various real-world technologies and a wide range of techniques for modeling, design and analysis.

Game Theory for Wireless Engineers

Game Theory for Wireless Engineers Book
Author : Allen Brantley MacKenzie,Luiz DaSilva
Publisher : Morgan & Claypool Publishers
Release : 2006
ISBN : 1598290169
Language : En, Es, Fr & De

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Book Description :

The application of mathematical analysis to wireless networks has met with limited success, due to the complexity of mobility and traffic models, coupled with the dynamic topology and the unpredictability of link quality that characterize such networks. The ability to model individual, independent decision makers whose actions potentially affect all other decision makers makes game theory particularly attractive to analyze the performance of ad hoc networks.

Towards User Centric Intelligent Network Selection in 5G Heterogeneous Wireless Networks

Towards User Centric Intelligent Network Selection in 5G Heterogeneous Wireless Networks Book
Author : Zhiyong Du,Bin Jiang,Qihui Wu,Yuhua Xu,Kun Xu
Publisher : Springer Nature
Release : 2019-11-06
ISBN : 9811511209
Language : En, Es, Fr & De

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Book Description :

This book presents reinforcement learning (RL) based solutions for user-centric online network selection optimization. The main content can be divided into three parts. The first part (chapter 2 and 3) focuses on how to learning the best network when QoE is revealed beyond QoS under the framework of multi-armed bandit (MAB). The second part (chapter 4 and 5) focuses on how to meet dynamic user demand in complex and uncertain heterogeneous wireless networks under the framework of markov decision process (MDP). The third part (chapter 6 and 7) focuses on how to meet heterogeneous user demand for multiple users inlarge-scale networks under the framework of game theory. Efficient RL algorithms with practical constraints and considerations are proposed to optimize QoE for realizing intelligent online network selection for future mobile networks. This book is intended as a reference resource for researchers and designers in resource management of 5G networks and beyond.

Cognitive Wireless Communication Networks

Cognitive Wireless Communication Networks Book
Author : Ekram Hossain,Vijay K. Bhargava
Publisher : Springer Science & Business Media
Release : 2007-10-23
ISBN : 0387688323
Language : En, Es, Fr & De

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Book Description :

This book provides a unified view on the state-of-the-art of cognitive radio technology. It includes a set of research and survey articles featuring the recent advances in theory and applications of cognitive radio technology for the next generation (e.g., fourth generation) wireless communication networks. The contributed articles cover both the theoretical concepts (e.g., information-theoretic analysis) and system-level implementation issues.

Artificial Intelligence and Quantum Computing for Advanced Wireless Networks

Artificial Intelligence and Quantum Computing for Advanced Wireless Networks Book
Author : SAVO G.. LORENZO GLISIC (BEATRIZ.),Beatriz Lorenzo
Publisher : Wiley-Blackwell
Release : 2021-11-18
ISBN : 9781119790297
Language : En, Es, Fr & De

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Book Description :

Download Artificial Intelligence and Quantum Computing for Advanced Wireless Networks book written by SAVO G.. LORENZO GLISIC (BEATRIZ.),Beatriz Lorenzo, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Game theoretic Interference Coordination Approaches for Dynamic Spectrum Access

Game theoretic Interference Coordination Approaches for Dynamic Spectrum Access Book
Author : Yuhua Xu,Anpalagan Alagan
Publisher : Springer
Release : 2015-11-09
ISBN : 9811000247
Language : En, Es, Fr & De

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Book Description :

Written by experts in the field, this book is based on recent research findings in dynamic spectrum access for cognitive radio networks. It establishes a game-theoretic framework and presents cutting-edge technologies for distributed interference coordination. With game-theoretic formulation and the designed distributed learning algorithms, it provides insights into the interactions between multiple decision-makers and the converging stable states. Researchers, scientists and engineers in the field of cognitive radio networks will benefit from the book, which provides valuable information, useful methods and practical algorithms for use in emerging 5G wireless communication.