Pattern recognition and machine learning

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Prif Awdur: Bishop, Christopher M (Awdur)
Fformat: Llyfr
Iaith:Saesneg
Cyhoeddwyd: New York, USA Springer Science and Business Media 2006
Cyfres:Information Science and Statistics
Pynciau:
Mynediad Ar-lein:Disponible Online
Tagiau: Ychwanegu Tag
Dim Tagiau, Byddwch y cyntaf i dagio'r cofnod hwn!
Tabl Cynhwysion:
  • 1 Introduction 2 Probability Distributions 3 Linear Models for Regression 4 Linear Models for Classification 5 Neural Networks 6 Kernel Methods 7 Sparse Kernel Machines 8 Graphical Models 9 Mixture Models and EM 10 Approximate Inference 11 Sampling Methods 12 Continuous Latent Variables 13 Sequential Data 14 Combining Models Appendix A Data Sets Appendix B Probability Distributions Appendix C Properties of Matrices Appendix D Calculus of Variations Appendix E Lagrange Multipliers References Index