duvenaud / additive-gps

Source for experiments in the Additive Gaussian process paper, as well as extensions relating to dropout.

Dropout in Gaussian Processes

Source for experiments in the Additive Gaussian process paper, as well as extensions relating to dropout.

This code was primarily used to run experiments and generate figures for the paper:

Additive Gaussian processes
by David Duvenaud, Hannes Nickisch, Carl Edward Rasmussen

http://arxiv.org/abs/1112.4394

This model class was also discussed in relation to dropout in the paper

Avoiding Pathologies in Very Deep Networks By David Duvenaud, Oren Rippel, Ryan P. Adams, and Zoubin Ghahramani

http://arxiv.org/abs/1402.5836

Feel free to email me with any questions:
David Duvenaud ([e-mail])