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Information Theory, Inference and Learning Algorithms

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Synopses & Reviews

Publisher Comments:

Information theory and inference, often taught separately, are here united in one entertaining textbook. These topics lie at the heart of many exciting areas of contemporary science and engineering - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics, and cryptography. This textbook 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. A toolbox of inference techniques, including message-passing algorithms, Monte Carlo methods, and variational approximations, are developed alongside applications of these tools to clustering, convolutional codes, independent component analysis, and neural networks. The final part of the book describes the state of the art in 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, David MacKay's groundbreaking book is ideal for self-learning and for undergraduate or graduate courses. Interludes on crosswords, evolution, and sex provide entertainment along the way. In sum, this is a textbook on information, communication, and coding for a new generation of students, and an unparalleled entry point into these subjects for professionals in areas as diverse as computational biology, financial engineering, and machine learning.

Synopsis:

This exciting and entertaining textbook is ideal for courses in information, communication and coding. It is an unparalleled entry point to these subjects for professionals working in areas as diverse as computational biology, data mining, financial engineering and machine learning.

Synopsis:

Fun and exciting textbook on the mathematics underpinning the most dynamic areas of modern science and engineering.

Synopsis:

David MacKay breaks new ground in this entertaining textbook by giving a united introduction to information theory and inference. These topics underpin some of the most exciting areas of contemporary science and engineering. Theory is presented in tandem with applications and over 400 exercises, some with full solutions are provided. Ideal for courses in information, communication and coding for a new generation of students, this is an unparalleled entry point to these subjects for professionals working in areas as diverse as computational biology, data mining and financial engineering.

Table of Contents

1. Introduction to information theory; 2. Probability, entropy and inference; 3. More about inference; Part I. Data Compression: 4. The source coding theorem; 5. Symbol codes; 6. Stream codes; 7. Codes for integers; Part II. Noisy-Channel Coding: 8. Dependent random variables; 9. Communication over a noisy channel; 10. The noisy-channel coding theorem; 11. Error-correcting codes and real channels; Part III. Further Topics in Information Theory: 12. Hash codes; 13. Binary codes; 14. Very good linear codes exist; 15. Further exercises on information theory; 16. Message passing; 17. Constrained noiseless channels; 18. Crosswords and codebreaking; 19. Why have sex? Information acquisition and evolution; Part IV. Probabilities and Inference: 20. An example inference task: clustering; 21. Exact inference by complete enumeration; 22. Maximum likelihood and clustering; 23. Useful probability distributions; 24. Exact marginalization; 25. Exact marginalization in trellises; 26. Exact marginalization in graphs; 27. Laplace's method; 28. Model comparison and Occam's razor; 29. Monte Carlo methods; 30. Efficient Monte Carlo methods; 31. Ising models; 32. Exact Monte Carlo sampling; 33. Variational methods; 34. Independent component analysis; 35. Random inference topics; 36. Decision theory; 37. Bayesian inference and sampling theory; Part V. Neural Networks: 38. Introduction to neural networks; 39. The single neuron as a classifier; 40. Capacity of a single neuron; 41. Learning as inference; 42. Hopfield networks; 43. Boltzmann machines; 44. Supervised learning in multilayer networks; 45. Gaussian processes; 46. Deconvolution; Part VI. Sparse Graph Codes; 47. Low-density parity-check codes; 48. Convolutional codes and turbo codes; 49. Repeat-accumulate codes; 50. Digital fountain codes; Part VII. Appendices: A. Notation; B. Some physics; C. Some mathematics; Bibliography; Index.

Product Details

ISBN:
9780521642989
Author:
Mackay, David, Etc
Publisher:
Cambridge University Press
Author:
Mackay, David
Author:
MacKay, David J. C.
Author:
David J. C., MacKay
Author:
MacKay, David, Etc
Location:
Cambridge, U.K.
Subject:
Application Software - General
Subject:
Neural Networks
Subject:
Information Theory
Subject:
Data Modeling & Design
Subject:
Communications-Information Theory
Subject:
Computer Vision
Series Volume:
22
Publication Date:
20030931
Binding:
HARDCOVER
Grade Level:
Professional and scholarly
Language:
English
Illustrations:
1 colour illus. 40 tables 390 exercises
Pages:
640
Dimensions:
9.98x7.68x1.32 in. 3.38 lbs.

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Related Subjects

Computers and Internet » Artificial Intelligence » General
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Information Theory, Inference and Learning Algorithms New Hardcover
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Product details 640 pages Cambridge University Press - English 9780521642989 Reviews:
"Synopsis" by , This exciting and entertaining textbook is ideal for courses in information, communication and coding. It is an unparalleled entry point to these subjects for professionals working in areas as diverse as computational biology, data mining, financial engineering and machine learning.
"Synopsis" by , Fun and exciting textbook on the mathematics underpinning the most dynamic areas of modern science and engineering.
"Synopsis" by , David MacKay breaks new ground in this entertaining textbook by giving a united introduction to information theory and inference. These topics underpin some of the most exciting areas of contemporary science and engineering. Theory is presented in tandem with applications and over 400 exercises, some with full solutions are provided. Ideal for courses in information, communication and coding for a new generation of students, this is an unparalleled entry point to these subjects for professionals working in areas as diverse as computational biology, data mining and financial engineering.
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