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Machine Learning Methods in the Environmental Sciences
Preface
monograph
Author(s):
William W. Hsieh
Publication date
(Online):
2009
Publisher:
Cambridge University Press
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Book Chapter
Pages
: ix-xi
DOI:
10.1017/CBO9780511627217.001
SO-VID:
50c9a2fb-0751-4f24-8209-35bc87bca7fa
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Book chapters
pp. ix
Preface
pp. 1
Basic notions in classical data analysis
pp. 20
Linear multivariate statistical analysis
pp. 58
Basic time series analysis
pp. 86
Feed-forward neural network models
pp. 113
Nonlinear optimization
pp. 127
Learning and generalization
pp. 157
Kernel methods
pp. 170
Nonlinear classification
pp. 196
Nonlinear regression
pp. 213
Nonlinear principal component analysis
pp. 252
Nonlinear canonical correlation analysis
pp. 274
Applications in environmental sciences
pp. 318
Appendices
pp. 322
References
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Preface
Authors:
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Preface and Acknowledgments
Authors:
Eduardo Silva
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