Hurtig levering
Fremragende Trustpilot
Op til 20% Rabat på nye medlemsordrer
Kurv
Gaussian Processes for Machine Learning
SPAR
kr 131
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.

Eksklusiv medlemspris 409 kr
Medlemspris 422 kr
Eksklusiv medlemspris og medlemspris er kun for medlemmer. Du bliver automatisk medlem når du køber til eksklusiv medlemspris eller medlemspris. Få 7 dages gratis medlemskab (herefter automatisk 89 kr/30 dage). Læs mere om fordelene
Gratis fragt
5 - 7 hverdage
10 kr
Lavt pakkegebyr
Normalpris 540 kr
Fragt: 59 kr
7 - 10 hverdage
20 kr
Pakkegebyr
Spar 131 kr
Se vores konkurrenters priser her
God 15.846 anmeldelser på
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.

Produktdetaljer
Sprog: Engelsk
Sider: 272
ISBN-13: 9780262182539
Indbinding: Hardback
Udgave:
ISBN-10: 026218253X
Kategori: Machine learning
Udg. Dato: 23 nov 2005
Længde: 16mm
Bredde: 212mm
Højde: 263mm
Oplagsdato: 23 nov 2005
Forfatter(e) Carl Edward (University of Cambridge) Rasmussen, Christopher K. I. (University of Edinburgh) Williams, Christopher K. I. Williams, Carl Edward Rasmussen


Kategori Machine learning


Sprog Engelsk


Indbinding Hardback


Sider 272


Udgave


Længde 16mm


Bredde 212mm


Højde 263mm


Udg. Dato 23 nov 2005


Oplagsdato 23 nov 2005

MEDLEMSFORDELE
GRATIS FRAGT
SPAR OP TIL 90%
Andre har også købt
BOG (HÆFTET)
Eksklusiv medlemspris kr 189

kr 280
Normalpris
kr 198
Medlemspris
SPAR
kr 91
BOG (INDBUNDET)
Eksklusiv medlemspris kr 380

kr 499
Normalpris
kr 392
Medlemspris
SPAR
kr 119
BOG (INDBUNDET)
Eksklusiv medlemspris kr 208

kr 299
Normalpris
kr 217
Medlemspris
SPAR
kr 91
BOG (INDBUNDET)
Eksklusiv medlemspris kr 262

kr 349
Normalpris
kr 271
Medlemspris
SPAR
kr 87
BOG (INDBUNDET)
Eksklusiv medlemspris kr 329

kr 499
Normalpris
kr 346
Medlemspris
SPAR
kr 170
BOG (INDBUNDET)
Eksklusiv medlemspris kr 183

kr 270
Normalpris
kr 192
Medlemspris
SPAR
kr 87
BOG (INDBUNDET)
Eksklusiv medlemspris kr 919

kr 1.499
Normalpris
kr 977
Medlemspris
SPAR
kr 580
BOG (INDBUNDET)
Eksklusiv medlemspris kr 220

kr 320
Normalpris
kr 230
Medlemspris
SPAR
kr 100
BOG (HÆFTET)
Eksklusiv medlemspris kr 27

kr 227
Normalpris
kr 47
Medlemspris
SPAR
kr 200
BOG (INDBUNDET)
Eksklusiv medlemspris kr 203

kr 300
Normalpris
kr 213
Medlemspris
SPAR
kr 97
BOG (HÆFTET)
Eksklusiv medlemspris kr 191

kr 269
Normalpris
kr 199
Medlemspris
SPAR
kr 78
BOG (PAPERBACK)
Eksklusiv medlemspris kr 166

kr 201
Normalpris
kr 170
Medlemspris
SPAR
kr 35
BOG (HÆFTET)
Eksklusiv medlemspris kr 297

kr 350
Normalpris
kr 302
Medlemspris
SPAR
kr 53
BOG (HÆFTET)
Eksklusiv medlemspris kr 59

kr 129
Normalpris
kr 66
Medlemspris
SPAR
kr 70
BOG (HÆFTET)
Eksklusiv medlemspris kr 314

kr 349
Normalpris
kr 318
Medlemspris
SPAR
kr 35
BOG (HÆFTET)
Eksklusiv medlemspris kr 211

kr 299
Normalpris
kr 220
Medlemspris
SPAR
kr 88
BOG (HÆFTET)
Eksklusiv medlemspris kr 207

kr 269
Normalpris
kr 213
Medlemspris
SPAR
kr 62
BOG (INDBUNDET)
Eksklusiv medlemspris kr 214

kr 320
Normalpris
kr 225
Medlemspris
SPAR
kr 106
BOG (INDBUNDET)
Eksklusiv medlemspris kr 239

kr 329
Normalpris
kr 248
Medlemspris
SPAR
kr 90
BOG (INDBUNDET)
Eksklusiv medlemspris kr 216

kr 279
Normalpris
kr 222
Medlemspris
SPAR
kr 63
Vi anbefaler også
BOG (PAPERBACK)
Eksklusiv medlemspris kr 639

kr 754
Normalpris
kr 651
Medlemspris
SPAR
kr 115
BOG (PAPERBACK)
Eksklusiv medlemspris kr 455

kr 518
Normalpris
kr 461
Medlemspris
SPAR
kr 63
BOG (PAPERBACK)
Eksklusiv medlemspris kr 490

kr 563
Normalpris
kr 497
Medlemspris
SPAR
kr 73
BOG (PAPERBACK)
Eksklusiv medlemspris kr 569

kr 664
Normalpris
kr 579
Medlemspris
SPAR
kr 95
BOG (HARDBACK)
Eksklusiv medlemspris kr 551

kr 641
Normalpris
kr 560
Medlemspris
SPAR
kr 90
BOG (PAPERBACK)
Eksklusiv medlemspris kr 402

kr 450
Normalpris
kr 407
Medlemspris
SPAR
kr 48
BOG (HARDBACK)
Eksklusiv medlemspris kr 779

kr 935
Normalpris
kr 795
Medlemspris
SPAR
kr 156
BOG (HARDBACK)
Eksklusiv medlemspris kr 485

kr 619
Normalpris
kr 498
Medlemspris
SPAR
kr 134
BOG (PAPERBACK)
Eksklusiv medlemspris kr 437

kr 495
Normalpris
kr 443
Medlemspris
SPAR
kr 58
BOG (PAPERBACK)
Eksklusiv medlemspris kr 485

kr 619
Normalpris
kr 498
Medlemspris
SPAR
kr 134
BOG (PAPERBACK)
Eksklusiv medlemspris kr 446

kr 506
Normalpris
kr 452
Medlemspris
SPAR
kr 60
BOG (PAPERBACK)
Eksklusiv medlemspris kr 485

kr 619
Normalpris
kr 498
Medlemspris
SPAR
kr 134
BOG (HARDBACK)
Eksklusiv medlemspris kr 858

kr 1.036
Normalpris
kr 876
Medlemspris
SPAR
kr 178
BOG (PAPERBACK)
Eksklusiv medlemspris kr 595

kr 698
Normalpris
kr 605
Medlemspris
SPAR
kr 103
BOG (PAPERBACK)
Eksklusiv medlemspris kr 684

kr 844
Normalpris
kr 700
Medlemspris
SPAR
kr 160
BOG (HARDBACK)
Eksklusiv medlemspris kr 796

kr 957
Normalpris
kr 812
Medlemspris
SPAR
kr 161
BOG (HARDBACK)
Eksklusiv medlemspris kr 971

kr 1.183
Normalpris
kr 992
Medlemspris
SPAR
kr 212
BOG (HARDBACK)
Eksklusiv medlemspris kr 928

kr 1.126
Normalpris
kr 948
Medlemspris
SPAR
kr 198
BOG (PAPERBACK)
Eksklusiv medlemspris kr 210

kr 224
Normalpris
kr 211
Medlemspris
SPAR
kr 14
BOG (HARDBACK)
Eksklusiv medlemspris kr 454

kr 574
Normalpris
kr 466
Medlemspris
SPAR
kr 120