Items related to Gaussian Processes for Machine Learning

Gaussian Processes for Machine Learning - Hardcover

 
9780262182539: Gaussian Processes for Machine Learning

Synopsis

A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machines.

Gaussian processes (GPs) provide a principled, practical, probabilistic approach to learning in kernel machines. GPs have received increased attention in the machine-learning community over the past decade, and this book provides a long-needed systematic and unified treatment of theoretical and practical aspects of GPs in machine learning. The treatment is comprehensive and self-contained, targeted at researchers and students in machine learning and applied statistics. The book deals with the supervised-learning problem for both regression and classification and includes detailed algorithms. A wide variety of covariance (kernel) functions are presented and their properties discussed. Model selection is discussed both from a Bayesian and a classical perspective. Many connections to other well-known techniques from machine learning and statistics are discussed, including support-vector machines, neural networks, splines, regularization networks, relevance vector machines and others. Theoretical issues including learning curves and the PAC-Bayesian framework are treated, and several approximation methods for learning with large datasets are discussed. The book contains illustrative examples and exercises, and code and datasets are available on the Web. Appendixes provide mathematical background and a discussion of Gaussian Markov processes.

"synopsis" may belong to another edition of this title.

About the Authors

Carl Edward Rasmussen is a Lecturer at the Department of Engineering, University of Cambridge, and Adjunct Research Scientist at the Max Planck Institute for Biological Cybernetics, Tübingen.

Christopher K. I. Williams is Professor of Machine Learning and Director of the Institute for Adaptive and Neural Computation in the School of Informatics, University of Edinburgh.

"About this title" may belong to another edition of this title.

  • PublisherMIT Press
  • Publication date2006
  • ISBN 10 026218253X
  • ISBN 13 9780262182539
  • BindingHardcover
  • LanguageEnglish
  • Number of pages272

Buy Used

Condition: Fair
Missing dust jacket; Readable copy...
View this item

£ 11.08 shipping from U.S.A. to United Kingdom

Destination, rates & speeds

Search results for Gaussian Processes for Machine Learning

Stock Image

RASMUSSEN, CARL EDWA
Published by The MIT Press, 2005
ISBN 10: 026218253X ISBN 13: 9780262182539
New Hardcover

Seller: Speedyhen, London, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: NEW. Seller Inventory # NW9780262182539

Contact seller

Buy New

£ 39.39
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: 5 available

Add to basket

Stock Image

Christopher K. I. Williams Carl Edward Rasmussen
Published by MIT Press, 2005
ISBN 10: 026218253X ISBN 13: 9780262182539
New Hardcover

Seller: Books Puddle, New York, NY, U.S.A.

Seller rating 4 out of 5 stars 4-star rating, Learn more about seller ratings

Condition: New. pp. xviii + 248. Seller Inventory # 26692950

Contact seller

Buy New

£ 36.49
Convert currency
Shipping: £ 6.64
From U.S.A. to United Kingdom
Destination, rates & speeds

Quantity: 3 available

Add to basket

Seller Image

Rasmussen, Carl Edward; Williams, Christopher K. I.
Published by The MIT Press, 2005
ISBN 10: 026218253X ISBN 13: 9780262182539
New Hardcover

Seller: GreatBookPricesUK, Woodford Green, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # 4045473-n

Contact seller

Buy New

£ 43.20
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: 3 available

Add to basket

Stock Image

Carl Edward Rasmussen
Published by MIT Press, 2005
ISBN 10: 026218253X ISBN 13: 9780262182539
New Hardcover

Seller: PBShop.store UK, Fairford, GLOS, United Kingdom

Seller rating 4 out of 5 stars 4-star rating, Learn more about seller ratings

HRD. Condition: New. New Book. Shipped from UK. Established seller since 2000. Seller Inventory # GB-9780262182539

Contact seller

Buy New

£ 45.03
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: 5 available

Add to basket

Stock Image

Rasmussen, Carl Edward; Williams, Christopher K. I.
Published by MIT Press, 2005
ISBN 10: 026218253X ISBN 13: 9780262182539
Used Hardcover

Seller: ThriftBooks-Atlanta, AUSTELL, GA, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Hardcover. Condition: Fair. No Jacket. Missing dust jacket; Readable copy. Pages may have considerable notes/highlighting. ~ ThriftBooks: Read More, Spend Less 1.65. Seller Inventory # G026218253XI5N01

Contact seller

Buy Used

£ 35.54
Convert currency
Shipping: £ 11.08
From U.S.A. to United Kingdom
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Rasmussen, Carl Edward; Williams, Christopher K. I.
Published by The MIT Press, 2005
ISBN 10: 026218253X ISBN 13: 9780262182539
New Hardcover

Seller: Ria Christie Collections, Uxbridge, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. In. Seller Inventory # ria9780262182539_new

Contact seller

Buy New

£ 50
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: 5 available

Add to basket

Seller Image

Rasmussen, Carl Edward; Williams, Christopher K. I.
Published by The MIT Press, 2005
ISBN 10: 026218253X ISBN 13: 9780262182539
Used Hardcover

Seller: GreatBookPricesUK, Woodford Green, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: As New. Unread book in perfect condition. Seller Inventory # 4045473

Contact seller

Buy Used

£ 50.71
Convert currency
Shipping: FREE
Within United Kingdom
Destination, rates & speeds

Quantity: 3 available

Add to basket

Stock Image

Carl Edward Rasmussen
Published by MIT Press, 2005
ISBN 10: 026218253X ISBN 13: 9780262182539
New Hardcover

Seller: PBShop.store US, Wood Dale, IL, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

HRD. Condition: New. New Book. Shipped from UK. Established seller since 2000. Seller Inventory # GB-9780262182539

Contact seller

Buy New

£ 50.90
Convert currency
Shipping: FREE
From U.S.A. to United Kingdom
Destination, rates & speeds

Quantity: 5 available

Add to basket

Stock Image

Christopher K. I. Williams Carl Edward Rasmussen
Published by MIT Press, 2005
ISBN 10: 026218253X ISBN 13: 9780262182539
New Hardcover

Seller: Majestic Books, Hounslow, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. pp. xviii + 248 Illus. Seller Inventory # 8203529

Contact seller

Buy New

£ 49.79
Convert currency
Shipping: £ 3.35
Within United Kingdom
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Christopher K. I. Williams Carl Edward Rasmussen
Published by MIT Press, 2005
ISBN 10: 026218253X ISBN 13: 9780262182539
New Hardcover

Seller: Biblios, Frankfurt am main, HESSE, Germany

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. pp. xviii + 248. Seller Inventory # 18692956

Contact seller

Buy New

£ 47.17
Convert currency
Shipping: £ 6.70
From Germany to United Kingdom
Destination, rates & speeds

Quantity: 3 available

Add to basket

There are 20 more copies of this book

View all search results for this book