Machine Learning Methods in the Environmental Sciences
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15

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2

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Published By Cambridge University Press

9780511627217

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Preface

Machine Learning Methods in the Environmental Sciences ◽

10.1017/cbo9780511627217.001 ◽

2010 ◽

pp. ix-xi

Author(s):

William W. Hsieh

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Kernel methods

Machine Learning Methods in the Environmental Sciences ◽

10.1017/cbo9780511627217.008 ◽

2010 ◽

pp. 157-169 ◽

Author(s):

William W. Hsieh

Keyword(s):

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Basic notions in classical data analysis

Machine Learning Methods in the Environmental Sciences ◽

10.1017/cbo9780511627217.002 ◽

2010 ◽

pp. 1-19

Author(s):

William W. Hsieh

Keyword(s):

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Basic time series analysis

Machine Learning Methods in the Environmental Sciences ◽

10.1017/cbo9780511627217.004 ◽

2010 ◽

pp. 58-85

Author(s):

William W. Hsieh

Keyword(s):

Time Series ◽

Time Series Analysis ◽

Series Analysis

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Nonlinear regression

Machine Learning Methods in the Environmental Sciences ◽

10.1017/cbo9780511627217.010 ◽

2010 ◽

pp. 196-212

Author(s):

William W. Hsieh

Keyword(s):

Nonlinear Regression

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Learning and generalization

Machine Learning Methods in the Environmental Sciences ◽

10.1017/cbo9780511627217.007 ◽

2010 ◽

pp. 127-156

Author(s):

William W. Hsieh

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Nonlinear principal component analysis

Machine Learning Methods in the Environmental Sciences ◽

10.1017/cbo9780511627217.011 ◽

2010 ◽

pp. 213-251

Author(s):

William W. Hsieh

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Nonlinear Principal Component Analysis

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Applications in environmental sciences

Machine Learning Methods in the Environmental Sciences ◽

10.1017/cbo9780511627217.013 ◽

2010 ◽

pp. 274-317

Author(s):

William W. Hsieh

Keyword(s):

Environmental Sciences

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Nonlinear optimization

Machine Learning Methods in the Environmental Sciences ◽

10.1017/cbo9780511627217.006 ◽

2010 ◽

pp. 113-126

Author(s):

William W. Hsieh

Keyword(s):

Nonlinear Optimization

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Nonlinear classification

Machine Learning Methods in the Environmental Sciences ◽

10.1017/cbo9780511627217.009 ◽

2010 ◽

pp. 170-195

Author(s):

William W. Hsieh

Keyword(s):

Nonlinear Classification

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