ICML 2019oral86 citations
Variational Implicit Processes
Chao Ma, Yingzhen Li, Jose Miguel Hernandez-Lobato
Abstract
We introduce the implicit processes (IPs), a stochastic process that places implicitly defined multivariate distributions over any finite collections of random variables. IPs are therefore highly flexible implicit priors over
BibTeX
@InProceedings{pmlr-v97-ma19b,
title = {Variational Implicit Processes},
author = {Ma, Chao and Li, Yingzhen and Hernandez-Lobato, Jose Miguel},
booktitle = {Proceedings of the 36th International Conference on Machine Learning},
pages = {4222--4233},
year = {2019},
editor = {Chaudhuri, Kamalika and Salakhutdinov, Ruslan},
volume = {97},
series = {Proceedings of Machine Learning Research},
month = {09--15 Jun},
publisher = {PMLR},
pdf = {http://proceedings.mlr.press/v97/ma19b/ma19b.pdf},
url = {https://proceedings.mlr.press/v97/ma19b.html},
abstract = {We introduce the implicit processes (IPs), a stochastic process that places implicitly defined multivariate distributions over any finite collections of random variables. IPs are therefore highly flexible implicit priors over