Coverart for item
The Resource Gaussian processes for machine learning, Carl Edward Rasmussen, Christopher K.I. Williams

Gaussian processes for machine learning, Carl Edward Rasmussen, Christopher K.I. Williams

Label
Gaussian processes for machine learning
Title
Gaussian processes for machine learning
Statement of responsibility
Carl Edward Rasmussen, Christopher K.I. Williams
Creator
Contributor
Subject
Genre
Language
eng
Summary
"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."--Jacket
Member of
Cataloging source
N$T
Dewey number
519.2/3
Illustrations
illustrations
Index
index present
LC call number
QA274.4
LC item number
.R37 2006eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
Adaptive computation and machine learning
Label
Gaussian processes for machine learning, Carl Edward Rasmussen, Christopher K.I. Williams
Link
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references (pages 223-238) and indexes
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Regression -- Classification -- Covariance functions -- Model selection and adaptation of hyperparameters -- Relationships between GPs and other models -- Theoretical perspectives -- Approximation methods for large datasets -- Appendix A : Mathematical background -- Appendix B : Guassian Markov processes
Control code
ocm68194203
Dimensions
unknown
Extent
1 online resource (xviii, 248 pages)
File format
unknown
Form of item
online
Isbn
9781423769903
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)68194203
Label
Gaussian processes for machine learning, Carl Edward Rasmussen, Christopher K.I. Williams
Link
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references (pages 223-238) and indexes
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Regression -- Classification -- Covariance functions -- Model selection and adaptation of hyperparameters -- Relationships between GPs and other models -- Theoretical perspectives -- Approximation methods for large datasets -- Appendix A : Mathematical background -- Appendix B : Guassian Markov processes
Control code
ocm68194203
Dimensions
unknown
Extent
1 online resource (xviii, 248 pages)
File format
unknown
Form of item
online
Isbn
9781423769903
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)68194203

Library Locations

    • Waubonsee: Sugar Grove Campus - Todd LibraryBorrow it
      Collins Hall 2nd Floor Waubonsee Community College Route 47 at Waubonsee Drive, Sugar Grove, IL, 60554-9454, US
      41.7974 -88.45785
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