책 이미지
책 정보
· 제목 : Machine Learning Methods in the Environmental Sciences : Neural Networks and Kernels (Paperback) 
· 분류 : 외국도서 > 과학/수학/생태 > 과학 > 환경과학
· ISBN : 9781108456906
· 쪽수 : 363쪽
· 분류 : 외국도서 > 과학/수학/생태 > 과학 > 환경과학
· ISBN : 9781108456906
· 쪽수 : 363쪽
목차
Preface; 1. Basic notions in classical data analysis; 2. Linear multivariate statistical analysis; 3. Basic time series analysis; 4. Feed-forward neural network models; 5. Nonlinear optimization; 6. Learning and generalization; 7. Kernel methods; 8. Nonlinear classification; 9. Nonlinear regression; 10. Nonlinear principal component analysis; 11. Nonlinear canonical correlation analysis; 12. Applications in environmental sciences; Appendix A. Sources for data and codes; Appendix B. Lagrange multipliers; Bibliography; Index.
저자소개
추천도서
분야의 베스트셀러 >