Implementation of Covariate-GPLVM, accompanying our ICML 2019 paper Decomposing feature-level variation with Covariate Gaussian Process Latent Variable Models.
See here for a code example.
@InProceedings{martens2019,
title = {Decomposing feature-level variation with {C}ovariate {G}aussian {P}rocess {L}atent {V}ariable {M}odels},
author = {M{\"a}rtens, Kaspar and Campbell, Kieran and Yau, Christopher},
booktitle = {Proceedings of the 36th International Conference on Machine Learning},
pages = {4372--4381},
year = {2019},
volume = {97},
series = {Proceedings of Machine Learning Research},
publisher = {PMLR},
}