no code implementations • NeurIPS 2011 • Daniel Hernández-Lobato, Jose M. Hernández-Lobato, Pierre Dupont
When no noise is injected in the labels, RMGPC still performs equal or better than the other methods.
no code implementations • NeurIPS 2012 • David Lopez-Paz, Jose M. Hernández-Lobato, Bernhard Schölkopf
A new framework based on the theory of copulas is proposed to address semi-supervised domain adaptation problems.
no code implementations • NeurIPS 2012 • Neil Houlsby, Ferenc Huszar, Zoubin Ghahramani, Jose M. Hernández-Lobato
We present a new model based on Gaussian processes (GPs) for learning pairwise preferences expressed by multiple users.