Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies
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Published By Springer International Publishing

9783030243586, 9783030243593

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Preliminaries

Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies ◽

10.1007/978-3-030-24359-3_3 ◽

2019 ◽

pp. 13-23

Author(s):

Luca Oneto

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Differential Privacy Theory

Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies ◽

10.1007/978-3-030-24359-3_9 ◽

2019 ◽

pp. 87-97

Author(s):

Luca Oneto

Keyword(s):

Differential Privacy

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PAC-Bayes Theory

Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies ◽

10.1007/978-3-030-24359-3_8 ◽

2019 ◽

pp. 75-86

Author(s):

Luca Oneto

Keyword(s):

Bayes Theory

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Introduction

Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies ◽

10.1007/978-3-030-24359-3_1 ◽

2019 ◽

pp. 1-3

Author(s):

Luca Oneto

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Compression Bound

Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies ◽

10.1007/978-3-030-24359-3_6 ◽

2019 ◽

pp. 59-63

Author(s):

Luca Oneto

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Resampling Methods

Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies ◽

10.1007/978-3-030-24359-3_4 ◽

2019 ◽

pp. 25-31

Author(s):

Luca Oneto

Keyword(s):

Resampling Methods

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Conclusions and Further Readings

Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies ◽

10.1007/978-3-030-24359-3_10 ◽

2019 ◽

pp. 99-100

Author(s):

Luca Oneto

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The “Five W” of MS and EE

Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies ◽

10.1007/978-3-030-24359-3_2 ◽

2019 ◽

pp. 5-11

Author(s):

Luca Oneto

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Algorithmic Stability Theory

Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies ◽

10.1007/978-3-030-24359-3_7 ◽

2019 ◽

pp. 65-74

Author(s):

Luca Oneto

Keyword(s):

Stability Theory ◽

Algorithmic Stability

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Complexity-Based Methods

Model Selection and Error Estimation in a Nutshell - Modeling and Optimization in Science and Technologies ◽

10.1007/978-3-030-24359-3_5 ◽

2019 ◽

pp. 33-57

Author(s):

Luca Oneto

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