# Generalization error

## Papers overview

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Highly Cited

2017

Highly Cited

2017

- ICLR
- 2017

Despite their massivesize, successful deep artificial neural networkscan exhibit a remarkably small differencebetween trainingâ€¦Â (More)

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Highly Cited

2005

Highly Cited

2005

- 2005

A common assumption in supervised learning is that the training and test input points follow the same probability distributionâ€¦Â (More)

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Highly Cited

2004

Highly Cited

2004

- NIPS
- 2004

We prove generalization error bounds for predicting entries in a partially observed matrix by approximating the observed entriesâ€¦Â (More)

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Highly Cited

2003

Highly Cited

2003

- Journal of Machine Learning Research
- 2003

Bayesian approaches to learning and estimation have played a significant role in the Statistics literature over many years. Whileâ€¦Â (More)

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Highly Cited

2002

Highly Cited

2002

- Journal of Machine Learning Research
- 2002

We define notions of stability for learning algorithms and show how to use these notions to derive generalization error boundsâ€¦Â (More)

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Highly Cited

2002

Highly Cited

2002

- UAI
- 2002

We explore in some detail the notion of algorithÂ mic stability as a viable framework for analyzing the generalization error ofâ€¦Â (More)

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Highly Cited

2000

Highly Cited

2000

- 2000

We prove new probabilistic upper bounds on generalization error of complex classi ers that are combinations of simple classi ersâ€¦Â (More)

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Highly Cited

1999

Highly Cited

1999

- Machine Learning
- 1999

In order to compare learning algorithms, experimental results reported in the machine learning literature often use statisticalâ€¦Â (More)

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Highly Cited

1992

Highly Cited

1992

- Neural Networks
- 1992

This paper introduces stacked generalization, a scheme for minimizing the generalization error rate of one or more generalizersâ€¦Â (More)

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Highly Cited

1992

Highly Cited

1992

- Complex Systems
- 1992

This paper pr oves that it is impossible to justify a corre latio n between rep roducti on of a training set and generali zationâ€¦Â (More)

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