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» Stacked Gaussian Process Learning
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92
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ICDM
2009
IEEE
155views Data Mining» more  ICDM 2009»
15 years 7 months ago
Stacked Gaussian Process Learning
—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...
108
Voted
ICONIP
2009
14 years 10 months ago
Learning Gaussian Process Models from Uncertain Data
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
83
Voted
ICML
2009
IEEE
16 years 1 months ago
Function factorization using warped Gaussian processes
Mikkel N. Schmidt
ECML
2007
Springer
15 years 2 months ago
Approximating Gaussian Processes with H2-Matrices
Steffen Börm, Jochen Garcke