In the field of statistical learning theory, matrix regularization generalizes notions of vector regularization to cases where the object to beâ€¦Â (More)

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Highly Cited

2011

Highly Cited

2011

- Hao Ma, Dengyong Zhou, Chao Liu, Michael R. Lyu, Irwin King
- WSDM
- 2011

Although Recommender Systems have been comprehensively analyzed in the past decade, the study of social-based recommender systemsâ€¦Â (More)

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Highly Cited

2007

Highly Cited

2007

- ClÃ©ment Marteau
- 2007

In this paper, we study statistical inverse problems. We are interested in the case where the operator is not exactly knownâ€¦Â (More)

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Highly Cited

2007

Highly Cited

2007

This paper considers regularizing a covariance matrix of p variables estimated from n observations, by hard thresholding. We showâ€¦Â (More)

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Highly Cited

2006

Highly Cited

2006

- Mikhail Belkin, Partha Niyogi, Vikas Sindhwani
- Journal of Machine Learning Research
- 2006

We propose a family of learning algorithms based on a new form f regularization that allows us to exploit the geometry of theâ€¦Â (More)

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Highly Cited

2005

Highly Cited

2005

- Christian B. Peel, Bertrand M. Hochwald, A. Lee Swindlehurst
- IEEE Transactions on Communications
- 2005

Recent theoretical results describing the sum capacity when using multiple antennas to communicate with multiple users in a knownâ€¦Â (More)

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Highly Cited

2003

Highly Cited

2003

- Alexander J. Smola, Risi Kondor
- COLT
- 2003

We introduce a family of kernels on graphs based on the notion of regularization operators. This generalizes in a natural way theâ€¦Â (More)

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Highly Cited

1998

Highly Cited

1998

- Alexander J. Smola, Bernhard SchÃ¶lkopf, Klaus-Robert MÃ¼ller
- Neural Networks
- 1998

In this paper a correspondence is derived between regularization operators used in regularization networks and support vectorâ€¦Â (More)

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Highly Cited

1995

Highly Cited

1995

- Federico Girosi, Michael Jones, Tomaso A. Poggio
- Neural Computation
- 1995

We had previously shown that regularization principles lead to approximation schemes that are equivalent to networks with oneâ€¦Â (More)

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Highly Cited

1995

Highly Cited

1995

- Christopher M. Bishop
- Neural Computation
- 1995

It is well known that the addition of noise to the input data of a neural network during training can, in some circumstancesâ€¦Â (More)

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Highly Cited

1986

Highly Cited

1986

- Demetri Terzopoulos
- IEEE Transactions on Pattern Analysis and Machineâ€¦
- 1986

Inverse problems, such as the reconstruction problems that arise in early vision, tend to be mathematically ill-posed. Throughâ€¦Â (More)

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