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Machine learning methods in the environmental sciences : neural networks and kernels /
Machine learning methods originated from artificial intelligence and are now used in various fields in environmental sciences today. This is the first single-authored textbook providing a unified treatment of machine learning methods and their applications in the environmental sciences. Due to their...
| Clasificación: | Libro Electrónico |
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| Autor principal: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Cambridge, UK ; New York :
Cambridge University Press,
2009.
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| Temas: | |
| Acceso en línea: | Texto completo |
Tabla de Contenidos:
- Basic notions in classical data analysis
- Linear multivariate statistical analysis
- Basic time series analysis
- Feed-forward neural network models
- Nonlinear optimization
- Learning and generalization
- Kernel methods
- Nonlinear classification
- Nonlinear regression
- Nonlinear principal component analysis
- Nonlinear canonical correlation analysis
- Applications in environmental sciences.