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» Stacked Gaussian Process Learning

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ICDM
2009
IEEE

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Stacked Gaussian Process Learning

13 years 11 months ago

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—Triggered by a market relevant application that involves making joint predictions of pedestrian and public transit ﬂows in urban areas, we address the question of how to utili...

Marion Neumann, Kristian Kersting, Zhao Xu, Daniel...

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ICML
2007
IEEE

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Nonmyopic active learning of Gaussian processes: an exploration-exploitation approach

14 years 5 months ago

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Andreas Krause, Carlos Guestrin

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ICONIP
2009

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Learning Gaussian Process Models from Uncertain Data

13 years 2 months ago

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It is generally assumed in the traditional formulation of supervised learning that only the outputs data are uncertain. However, this assumption might be too strong for some learni...

Patrick Dallaire, Camille Besse, Brahim Chaib-draa

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ICML
2009
IEEE

157views Machine Learning» more ICML 2009»

Function factorization using warped Gaussian processes

14 years 5 months ago