deepGP v.1.0

Matlab code for deep Gaussian processes (Damianou and Lawrence, AISTATS 2013)

Dependencies graph:

• (1) vargplvm - Bayesian GPLVM/VGPDS/MRD toolbox: https://github.com/SheffieldML/vargplvm
• (2) GPmat - Neil Lawrence's GP matlab toolbox: https://github.com/SheffieldML/GPmat
• (3) Netlab v.3.3: http://www1.aston.ac.uk/ncrg/
• (4) Isomap.m: http://web.mit.edu/cocosci/isomap/code/Isomap.m
• (5) L2_distance.m: http://web.mit.edu/cocosci/isomap/code/L2_distance.m
• (6) keep.m: http://www.mathworks.com/matlabcentral/fileexchange/181-keep/content/keep.m

L2_distance ---- Isomap ---- GPmat ---- vargplvm ---- deepGP / / Netlab ----------------

Getting started:

• Please check deepGP/html/index.html for a short overview of this package.
• Check deepGP/matlab/README.txt for a quick manual.
• Check deepGP/matlab/tutorial.m for introductory demonstrations.