# Hilbert space

## Papers overview

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Highly Cited

2010

Highly Cited

2010

- ICML
- 2010

Hidden Markov Models (HMMs) are important tools for modeling sequence data. However, they are restricted to discrete latentâ€¦Â (More)

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Highly Cited

2010

Highly Cited

2010

- Journal of Machine Learning Research
- 2010

A Hilbert space embedding for probability measures has recently been proposed (Gretton et al., 2007; Smola et al., 2007), withâ€¦Â (More)

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Highly Cited

2008

Highly Cited

2008

- COLT
- 2008

A Hilbert space embedding for probability measures has recently been proposed, with applications including dimensionalityâ€¦Â (More)

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Highly Cited

2005

Highly Cited

2005

- ALT
- 2005

We propose an independence criterion based on the eigenspectrum of covariance operators in reproducing kernel Hilbert spacesâ€¦Â (More)

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Highly Cited

2005

Highly Cited

2005

- 2005

Several methods for solving systems of equilibrium problems in Hilbert spaces â€“ and for finding best approximations thereof â€“ areâ€¦Â (More)

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Highly Cited

2004

Highly Cited

2004

- International Symposium onInformation Theoryâ€¦
- 2004

This paper describes the Jensen-Shannon divergence (JSD) and Hilbert space embedding. With natural definitions making theseâ€¦Â (More)

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Highly Cited

2004

Highly Cited

2004

- Journal of Machine Learning Research
- 2004

We propose a novel method of dimensionality reduction for supervised learning problems. Given a regression or classificationâ€¦Â (More)

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Highly Cited

2001

Highly Cited

2001

- IEEE Trans. Knowl. Data Eng.
- 2001

Several schemes for linear mapping of multidimensional space have been proposed for many applications such as access methods forâ€¦Â (More)

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Highly Cited

2001

Highly Cited

2001

- Journal of Machine Learning Research
- 2001

A family of regularized least squares regression models in a Reproducing Kernel Hilbert Space is extended by the kernel partialâ€¦Â (More)

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Highly Cited

1989

Highly Cited

1989

- Mathematical systems theory
- 1989

A representation theorem for infinite-dimensional, linear control systems is proved in the context of strongly continuousâ€¦Â (More)

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