Support Vector Machines
eBook - PDF

Support Vector Machines

Optimization Based Theory, Algorithms, and Extensions

  1. 363 pages
  2. English
  3. PDF
  4. Available on iOS & Android
eBook - PDF

Support Vector Machines

Optimization Based Theory, Algorithms, and Extensions

Book details
Table of contents
Citations

About This Book

Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions presents an accessible treatment of the two main components of support vector machines (SVMs)-classification problems and regression problems. The book emphasizes the close connection between optimization theory and SVMs since optimization is one of the pillars on which

Frequently asked questions

Simply head over to the account section in settings and click on “Cancel Subscription” - it’s as simple as that. After you cancel, your membership will stay active for the remainder of the time you’ve paid for. Learn more here.
At the moment all of our mobile-responsive ePub books are available to download via the app. Most of our PDFs are also available to download and we're working on making the final remaining ones downloadable now. Learn more here.
Both plans give you full access to the library and all of Perlego’s features. The only differences are the price and subscription period: With the annual plan you’ll save around 30% compared to 12 months on the monthly plan.
We are an online textbook subscription service, where you can get access to an entire online library for less than the price of a single book per month. With over 1 million books across 1000+ topics, we’ve got you covered! Learn more here.
Look out for the read-aloud symbol on your next book to see if you can listen to it. The read-aloud tool reads text aloud for you, highlighting the text as it is being read. You can pause it, speed it up and slow it down. Learn more here.
Yes, you can access Support Vector Machines by Naiyang Deng, Yingjie Tian, Chunhua Zhang in PDF and/or ePUB format, as well as other popular books in Business & Operations. We have over one million books available in our catalogue for you to explore.

Information

Publisher
Chapman and Hall/CRC
Year
2012
ISBN
9781439857939
Edition
1
Topic
Business
Subtopic
Operations
Index
Business

Table of contents

  1. Front Cover
  2. Dedication
  3. Contents
  4. List of Figures
  5. List of Tables
  6. Preface
  7. List of Symbols
  8. 1. Optimization
  9. 2. Linear Classification
  10. 3. Linear Regression
  11. 4. Kernels and Support Vector Machines
  12. 5. Basic Statistical Learning Theory of C-Support Vector Classification
  13. 6. Model Construction
  14. 7. Implementation
  15. 8. Variants and Extensions of Support Vector Machines
  16. Bibliography