PAC-Bayes NIGP algorithms

The code allows the users to experiment with the proposed NIGP training method.

Datasets download

Datasets can be download via UCI datasets or UCI Machine Learning Repository

Reproducing results

The experiments reported in the publication can be reproduced by executing

1. Reproducing Noisy Input Gaussian Processing (NIGP) algorithms

NIGP_Reg_method_1.py
NIGP_Reg_method_2.py

2. Reproducing PAC-Bayes NIGP algorithms

NIGP_Reg_method_1.py
NIGP_Reg_method_2.py