Information Theory, Inference and Learning Algorithms

Information Theory, Inference and Learning Algorithms PDF Author: David J. C. MacKay
Publisher: Cambridge University Press
ISBN: 9780521642989
Category : Computers
Languages : en
Pages : 694

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Book Description
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.

Information Theory, Inference and Learning Algorithms

Information Theory, Inference and Learning Algorithms PDF Author: David J. C. MacKay
Publisher: Cambridge University Press
ISBN: 9780521642989
Category : Computers
Languages : en
Pages : 694

Get Book Here

Book Description
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.

Moon Lore

Moon Lore PDF Author: Timothy Harley
Publisher: London, S. Sonnenschein
ISBN:
Category : Moon
Languages : en
Pages : 322

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Book Description


Now in Our Fourth Century

Now in Our Fourth Century PDF Author: Paul Drake
Publisher:
ISBN:
Category : Reference
Languages : en
Pages : 604

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Book Description


Principles of Management

Principles of Management PDF Author: David S. Bright
Publisher:
ISBN: 9781998109166
Category :
Languages : en
Pages : 0

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Book Description
Black & white print. Principles of Management is designed to meet the scope and sequence requirements of the introductory course on management. This is a traditional approach to management using the leading, planning, organizing, and controlling approach. Management is a broad business discipline, and the Principles of Management course covers many management areas such as human resource management and strategic management, as well as behavioral areas such as motivation. No one individual can be an expert in all areas of management, so an additional benefit of this text is that specialists in a variety of areas have authored individual chapters.

Uses of Heritage

Uses of Heritage PDF Author: Laurajane Smith
Publisher: Routledge
ISBN: 1134368038
Category : Art
Languages : en
Pages : 369

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Book Description
Examining international case studies including USA, Asia, Australia and New Zealand, this book identifies and explores the use of heritage throughout the world. Challenging the idea that heritage value is self-evident, and that things must be preserved, it demonstrates how it gives tangibility to the values that underpin different communities.

Farmington

Farmington PDF Author: Lee S. Peel
Publisher:
ISBN:
Category : History
Languages : en
Pages : 266

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Book Description


Mennonite Life

Mennonite Life PDF Author:
Publisher:
ISBN:
Category : Mennonites
Languages : en
Pages : 276

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Book Description


The Spectator

The Spectator PDF Author:
Publisher:
ISBN:
Category : Art
Languages : en
Pages : 1362

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Book Description
A weekly review of politics, literature, theology, and art.

Illustrated Historical Atlas of the Counties of Ottawa & Kent, Michigan

Illustrated Historical Atlas of the Counties of Ottawa & Kent, Michigan PDF Author: H Belden & Co
Publisher: Legare Street Press
ISBN: 9781014554574
Category :
Languages : en
Pages : 142

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Book Description
This work has been selected by scholars as being culturally important and is part of the knowledge base of civilization as we know it. This work is in the public domain in the United States of America, and possibly other nations. Within the United States, you may freely copy and distribute this work, as no entity (individual or corporate) has a copyright on the body of the work. Scholars believe, and we concur, that this work is important enough to be preserved, reproduced, and made generally available to the public. To ensure a quality reading experience, this work has been proofread and republished using a format that seamlessly blends the original graphical elements with text in an easy-to-read typeface. We appreciate your support of the preservation process, and thank you for being an important part of keeping this knowledge alive and relevant.

When Scotland Was Jewish

When Scotland Was Jewish PDF Author: Elizabeth Caldwell Hirschman
Publisher: McFarland
ISBN: 0786455225
Category : History
Languages : en
Pages : 265

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Book Description
The popular image of Scotland is dominated by widely recognized elements of Celtic culture. But a significant non-Celtic influence on Scotland's history has been largely ignored for centuries? This book argues that much of Scotland's history and culture from 1100 forward is Jewish. The authors provide evidence that many of the national heroes, villains, rulers, nobles, traders, merchants, bishops, guild members, burgesses, and ministers of Scotland were of Jewish descent, their ancestors originating in France and Spain. Much of the traditional historical account of Scotland, it is proposed, rests on fundamental interpretive errors, perpetuated in order to affirm Scotland's identity as a Celtic, Christian society. A more accurate and profound understanding of Scottish history has thus been buried. The authors' wide-ranging research includes examination of census records, archaeological artifacts, castle carvings, cemetery inscriptions, religious seals, coinage, burgess and guild member rolls, noble genealogies, family crests, portraiture, and geographic place names.