Pattern recognition and machine learning
Gardado en:
| Autor Principal: | |
|---|---|
| Formato: | Libro |
| Idioma: | inglés |
| Publicado: |
New York, USA
Springer Science and Business Media
2006
|
| Series: | Information Science and Statistics
|
| Subjects: | |
| Acceso en liña: | Disponible Online |
| Tags: |
Engadir etiqueta
Sen Etiquetas, Sexa o primeiro en etiquetar este rexistro!
|
Table of Contents:
- 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