111 citations · 734 across the 50 of their papers we have counts for
Showing 2013Show all
2 papers · 1 filter
stat.ML2013★ 10 cited
On Approximate Inference for Generalized Gaussian Process Models
Lifeng Shang, Antoni B. Chan
A generalized Gaussian process model (GGPM) is a unifying framework that encompasses many existing Gaussian process (GP) models, such as GP regression, classification, and counting…
stat.ML2013★ 8 cited
Multivariate Generalized Gaussian Process Models
Antoni B. Chan
We propose a family of multivariate Gaussian process models for correlated outputs, based on assuming that the likelihood function takes the generic form of the multivariate expone…