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| Author | : Robert Gallager |
| Publisher | : Springer |
| Total Pages | : 116 |
| Release | : 2014-05-04 |
| Genre | : Technology & Engineering |
| ISBN | : 3709129451 |
| Author | : Robert G. Gallager |
| Publisher | : |
| Total Pages | : |
| Release | : 20?? |
| Genre | : |
| ISBN | : |
| Author | : Robert G. Gallager |
| Publisher | : |
| Total Pages | : |
| Release | : 1996 |
| Genre | : |
| ISBN | : |
| Author | : David J. C. MacKay |
| Publisher | : Cambridge University Press |
| Total Pages | : 694 |
| Release | : 2003-09-25 |
| Genre | : Computers |
| ISBN | : 9780521642989 |
Information theory and inference, taught together in this exciting textbook, lie at the heart of many important areas of modern technology - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics and cryptography. The book introduces theory in tandem with applications. Information theory is taught alongside practical communication systems such as arithmetic coding for data compression and sparse-graph codes for error-correction. Inference techniques, including message-passing algorithms, Monte Carlo methods and variational approximations, are developed alongside applications to clustering, convolutional codes, independent component analysis, and neural networks. Uniquely, the book covers state-of-the-art error-correcting codes, including low-density-parity-check codes, turbo codes, and digital fountain codes - the twenty-first-century standards for satellite communications, disk drives, and data broadcast. Richly illustrated, filled with worked examples and over 400 exercises, some with detailed solutions, the book is ideal for self-learning, and for undergraduate or graduate courses. It also provides an unparalleled entry point for professionals in areas as diverse as computational biology, financial engineering and machine learning.
| Author | : Robert C. Gallager |
| Publisher | : |
| Total Pages | : 270 |
| Release | : 1968 |
| Genre | : Data transmission systems |
| ISBN | : 9780471290490 |
| Author | : Shlomo Shamai (Shitz) |
| Publisher | : MDPI |
| Total Pages | : 294 |
| Release | : 2021-01-13 |
| Genre | : Technology & Engineering |
| ISBN | : 3039438174 |
Modern, current, and future communications/processing aspects motivate basic information-theoretic research for a wide variety of systems for which we do not have the ultimate theoretical solutions (for example, a variety of problems in network information theory as the broadcast/interference and relay channels, which mostly remain unsolved in terms of determining capacity regions and the like). Technologies such as 5/6G cellular communications, Internet of Things (IoT), and mobile edge networks, among others, not only require reliable rates of information measured by the relevant capacity and capacity regions, but are also subject to issues such as latency vs. reliability, availability of system state information, priority of information, secrecy demands, energy consumption per mobile equipment, sharing of communications resources (time/frequency/space), etc. This book, composed of a collection of papers that have appeared in the Special Issue of the Entropy journal dedicated to “Information Theory for Data Communications and Processing”, reflects, in its eleven chapters, novel contributions based on the firm basic grounds of information theory. The book chapters address timely theoretical and practical aspects that constitute both interesting and relevant theoretical contributions, as well as direct implications for modern current and future communications systems.
| Author | : Robert Gallager |
| Publisher | : |
| Total Pages | : 120 |
| Release | : 2014-09-01 |
| Genre | : |
| ISBN | : 9783709129463 |
| Author | : Imre Csiszár |
| Publisher | : Elsevier |
| Total Pages | : 465 |
| Release | : 2014-07-10 |
| Genre | : Mathematics |
| ISBN | : 1483281574 |
Information Theory: Coding Theorems for Discrete Memoryless Systems presents mathematical models that involve independent random variables with finite range. This three-chapter text specifically describes the characteristic phenomena of information theory. Chapter 1 deals with information measures in simple coding problems, with emphasis on some formal properties of Shannon’s information and the non-block source coding. Chapter 2 describes the properties and practical aspects of the two-terminal systems. This chapter also examines the noisy channel coding problem, the computation of channel capacity, and the arbitrarily varying channels. Chapter 3 looks into the theory and practicality of multi-terminal systems. This book is intended primarily for graduate students and research workers in mathematics, electrical engineering, and computer science.
| Author | : Richard E. Blahut |
| Publisher | : Addison Wesley Publishing Company |
| Total Pages | : 480 |
| Release | : 1987 |
| Genre | : Computers |
| ISBN | : |
| Author | : Abbas El Gamal |
| Publisher | : Cambridge University Press |
| Total Pages | : 666 |
| Release | : 2011-12-08 |
| Genre | : Technology & Engineering |
| ISBN | : 1139503146 |
This comprehensive treatment of network information theory and its applications provides the first unified coverage of both classical and recent results. With an approach that balances the introduction of new models and new coding techniques, readers are guided through Shannon's point-to-point information theory, single-hop networks, multihop networks, and extensions to distributed computing, secrecy, wireless communication, and networking. Elementary mathematical tools and techniques are used throughout, requiring only basic knowledge of probability, whilst unified proofs of coding theorems are based on a few simple lemmas, making the text accessible to newcomers. Key topics covered include successive cancellation and superposition coding, MIMO wireless communication, network coding, and cooperative relaying. Also covered are feedback and interactive communication, capacity approximations and scaling laws, and asynchronous and random access channels. This book is ideal for use in the classroom, for self-study, and as a reference for researchers and engineers in industry and academia.
