Neural Networks for Pattern Recognition
by Christopher M. Bishop
(Click here)
Book Summary Information
Author: Christopher M. BishopEdition: Hardcover
Audio: English (Unknown); English (Original Language); English (Published)
Published: 1996-01-18
ISBN: 0198538499
Number of pages: 504
Publisher: Oxford University Press, USA
Summary of Neural Networks for Pattern Recognition
This is a comprehensive treatment of feed-forward neural networks from the perspective of statistical pattern recognition. After introducing the basic concepts of pattern recognition, the book describes techniques for modelling probability density functions, and discusses the properties and relative merits of the multi-layer perceptron and radial basis function network models. It also motivates the use of various forms of error functions, and reviews the principal algorithms for error function minimization. As well as providing a detailed discussion of learning and generalization in neural networks, the book also covers the topics of data processing, feature extraction and prior knowledge. The book concludes with an extensive treatment of Bayesian techniques and their applications to neural networks.This book provides a solid statistical foundation for neural networks from a pattern recognition perspective. The focus is on the types of neural nets that are most widely used in practical applications, such as the multi-layer perceptron and radial basis function networks. Rather than trying to cover many different types of neural networks, Bishop thoroughly covers topics such as density estimation, error functions, parameter optimization algorithms, data pre-processing, and Bayesian methods. All topics are organized well and all mathematical foundations are explained before being applied to neural networks. The text is suitable for a graduate or advanced undergraduate level course on neural networks or for practitioners interested in applying neural networks to real-world problems. The reader is assumed to have the level of math knowledge necessary for an undergraduate science degree.
History Books
Book Subjects
- Arts & Photography
- Biographies & Memoirs
- Business & Investing
- Children's Books
- Comics & Graphic Novels
- Computers & Internet
- Cooking, Food & Wine
- Entertainment
- Gay & Lesbian
- Health, Mind & Body
- History
- Home & Garden
- Horror
- Law
- Literature & Fiction
- Mystery & Thrillers
- Nonfiction
- Outdoors & Nature
- Parenting & Families
- Professional & Technical
- Reference
- Religion & Spirituality
- Romance
- Science
- Science Fiction & Fantasy
- Sports
- Teens
- Travel
Most talked about in History Books
Managing a Programming Projectby Philip W. Metzger
Prentice Hall; Published: 1981-06; Hardcover; Book
Best price: $12.05
Price in other shops:
Managing the Data Base Environmentby James Martin
Prentice Hall; Published: 1983-05; Hardcover; Book
Best price: $4.00
Price in other shops:
The History of Gambling in Americaby Steve Durham, Kathryn Hashimoto
Prentice Hall; Published: 2009-05-28; Paperback; Book
Best price: $48.23
Price in other shops:
Image Processing with LabVIEW and IMAQ Visionby Thomas Klinger
Prentice Hall; Published: 2003-06-21; Paperback; Book
Best price: $70.70
Price in other shops:
The Western Heritage: Volume I to 1715 (Study Guide and Workbook)by Donald Kagan
Prentice Hall; Published: 2000-08; Paperback; Book
Best price: $9.00
Price in other shops:
Algorithmically Specialized Parallel ComputersAcademic Pr; Published: 1985-08; Hardcover; Book
Best price: $32.99
Price in other shops:
E-Commerce Book, The: Building the E-Empire (Communications, Networking and Multimedia)by Steffano Korper, Juanita Ellis
Academic Press; Published: 1999-09-06; Hardcover; Book
Best price: $1.39
Price in other shops:
Data Compression and Error Control Techniques with Applicationsby Author Unknown
Academic Press; Published: 1985-02-11; Hardcover; Book
Best price: $99.00
Price in other shops:
The Soul of A New Machineby Tracy Kidder
Back Bay Books; Published: 2000-06-01; Paperback; Book
Best price: $4.99
Price in other shops:
Robot: Mere Machine to Transcendent Mindby Hans Moravec
Oxford University Press, USA; Published: 2000-05-18; Paperback; Book
Best price: $48.35