DP-GP-LVM

This repository captures code developed during my PhD at the University of Bath and includes the implementation of the DP-GP-LVM model.

Citation

The underlying algorithm is based on our 2019 ICML paper:

http://proceedings.mlr.press/v97/lawrence19a.html

@InProceedings{dp_gp_lvm,
  title = 	 {{DP}-{GP}-{LVM}: A {B}ayesian {N}on-{P}arametric {M}odel for {L}earning {M}ultivariate {D}ependency {S}tructures},
  author = 	 {Lawrence, Andrew R. and Ek, Carl Henrik and Campbell, Neill D. F.},
  booktitle = 	 {Proceedings of the 36th International Conference on Machine Learning},
  pages = 	 {3682--3691},
  year = 	 {2019},
  editor = 	 {Chaudhuri, Kamalika and Salakhutdinov, Ruslan},
  volume = 	 {97},
  series = 	 {Proceedings of Machine Learning Research},
  address = 	 {Long Beach, California, USA},
  month = 	 {09--15 Jun},
  publisher = 	 {PMLR},
  pdf = 	 {http://proceedings.mlr.press/v97/lawrence19a/lawrence19a.pdf},
  url = 	 {http://proceedings.mlr.press/v97/lawrence19a.html}
}

Status

Archive (code is provided as-is, no updates expected).