Theory of neural information processing systems
Home > Computing and Information Technology > Computer science > Artificial intelligence > Neural networks and fuzzy systems > Theory of neural information processing systems
Theory of neural information processing systems

Theory of neural information processing systems


     0     
5
4
3
2
1



International Edition


X
About the Book

Theory of Neural Information Processing Systems provides an explicit, coherent, and up-to-date account of the modern theory of neural information processing systems. It has been carefully developed for graduate students from any quantitative dsicipline, including mathematics, computer science, physics, engineering or biology, and has been thoroughly class-tested by the authors over a period of some 8 years. Exercises are presented throughout the text and notes on historical background and further reading guide the student into the literature. All mathematical details are included and appendices provide further background material, including probability theory, linear algebra and stochastic processes, making this textbook accessible to a wide audience.

Table of Contents:
I INTRODUCTION TO NEURAL NETWORKS ; 1. General introduction ; 2. Layered networks ; 3. Recurrent networks with binary neurons ; II ADVANCED NEURAL NETWORKS ; 4. Competitive unsupervised learning processes ; 5. Bayesian techniques in supervised learning ; 6. Gaussian processes ; 7. Support vector machines for binary classification ; III INFORMATION THEORY AND NEURAL NETWORKS ; 8. Measuring information ; 9. Identification of entropy as an information measure ; 10. Building blocks of Shannon's information theory ; 11. Information theory and statistical inference ; 12. Applications to neural networks ; IV MACROSCOPIC ANALYSIS OF DYNAMICS ; 13. Network operation: macroscopic dynamics ; 14. Dynamics of online learning in binary perceptrons ; 15. Dynamics of online gradient descent learning ; V EQUILIBRIUM STATISTICAL MECHANICS OF NEURAL NETWORKS ; 16. Basics of equilibrium statistical mechanics ; 17. Network operation: equilibrium analysis ; 18. Gardner theory of task realizability ; APPENDICES ; A. Historical and bibliographical notes ; B. Probability theory in a nutshell ; C. Conditions for central limit theorem to apply ; D. Some simple summation identities ; E. Gaussian integrals and probability distributions ; F. Matrix identities ; G. The delta-distribution ; H. Inequalities based on convexity ; I. Metrics for parametrized probability distributions ; J. Saddle-point integration ; REFERENCES

Review :
The book provides an excellent class-tested material for graduate courses in artificial neural networks. It is completely self-contained and includes also thorough introduction to the discussed discipline-specific areas of mathematics...Therefore, this book represents a good reference source of applicable ideas for a wide audience including students, researchers and application specialists as well. Therefore, this book represents a good reference source of applicable ideas for a wide audience including students, researchers and application specialists as well.


Best Sellers


Product Details
  • ISBN-13: 9780198530237
  • Publisher: Oxford University Press
  • Publisher Imprint: Oxford University Press
  • Height: 254 mm
  • No of Pages: 586
  • Weight: 1173 gr
  • ISBN-10: 0198530234
  • Publisher Date: 28 Jul 2005
  • Binding: Hardback
  • Language: English
  • Spine Width: 38 mm
  • Width: 179 mm


Similar Products

Add Photo
Add Photo

Customer Reviews

REVIEWS      0     
Click Here To Be The First to Review this Product
Theory of neural information processing systems
Oxford University Press -
Theory of neural information processing systems
Writing guidlines
We want to publish your review, so please:
  • keep your review on the product. Review's that defame author's character will be rejected.
  • Keep your review focused on the product.
  • Avoid writing about customer service. contact us instead if you have issue requiring immediate attention.
  • Refrain from mentioning competitors or the specific price you paid for the product.
  • Do not include any personally identifiable information, such as full names.

Theory of neural information processing systems

Required fields are marked with *

Review Title*
Review
    Add Photo Add up to 6 photos
    Would you recommend this product to a friend?
    Tag this Book Read more
    Does your review contain spoilers?
    What type of reader best describes you?
    I agree to the terms & conditions
    You may receive emails regarding this submission. Any emails will include the ability to opt-out of future communications.

    CUSTOMER RATINGS AND REVIEWS AND QUESTIONS AND ANSWERS TERMS OF USE

    These Terms of Use govern your conduct associated with the Customer Ratings and Reviews and/or Questions and Answers service offered by Bookswagon (the "CRR Service").


    By submitting any content to Bookswagon, you guarantee that:
    • You are the sole author and owner of the intellectual property rights in the content;
    • All "moral rights" that you may have in such content have been voluntarily waived by you;
    • All content that you post is accurate;
    • You are at least 13 years old;
    • Use of the content you supply does not violate these Terms of Use and will not cause injury to any person or entity.
    You further agree that you may not submit any content:
    • That is known by you to be false, inaccurate or misleading;
    • That infringes any third party's copyright, patent, trademark, trade secret or other proprietary rights or rights of publicity or privacy;
    • That violates any law, statute, ordinance or regulation (including, but not limited to, those governing, consumer protection, unfair competition, anti-discrimination or false advertising);
    • That is, or may reasonably be considered to be, defamatory, libelous, hateful, racially or religiously biased or offensive, unlawfully threatening or unlawfully harassing to any individual, partnership or corporation;
    • For which you were compensated or granted any consideration by any unapproved third party;
    • That includes any information that references other websites, addresses, email addresses, contact information or phone numbers;
    • That contains any computer viruses, worms or other potentially damaging computer programs or files.
    You agree to indemnify and hold Bookswagon (and its officers, directors, agents, subsidiaries, joint ventures, employees and third-party service providers, including but not limited to Bazaarvoice, Inc.), harmless from all claims, demands, and damages (actual and consequential) of every kind and nature, known and unknown including reasonable attorneys' fees, arising out of a breach of your representations and warranties set forth above, or your violation of any law or the rights of a third party.


    For any content that you submit, you grant Bookswagon a perpetual, irrevocable, royalty-free, transferable right and license to use, copy, modify, delete in its entirety, adapt, publish, translate, create derivative works from and/or sell, transfer, and/or distribute such content and/or incorporate such content into any form, medium or technology throughout the world without compensation to you. Additionally,  Bookswagon may transfer or share any personal information that you submit with its third-party service providers, including but not limited to Bazaarvoice, Inc. in accordance with  Privacy Policy


    All content that you submit may be used at Bookswagon's sole discretion. Bookswagon reserves the right to change, condense, withhold publication, remove or delete any content on Bookswagon's website that Bookswagon deems, in its sole discretion, to violate the content guidelines or any other provision of these Terms of Use.  Bookswagon does not guarantee that you will have any recourse through Bookswagon to edit or delete any content you have submitted. Ratings and written comments are generally posted within two to four business days. However, Bookswagon reserves the right to remove or to refuse to post any submission to the extent authorized by law. You acknowledge that you, not Bookswagon, are responsible for the contents of your submission. None of the content that you submit shall be subject to any obligation of confidence on the part of Bookswagon, its agents, subsidiaries, affiliates, partners or third party service providers (including but not limited to Bazaarvoice, Inc.)and their respective directors, officers and employees.

    Accept

    New Arrivals


    Inspired by your browsing history


    Your review has been submitted!

    You've already reviewed this product!