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Chris Lloyd

2 accepted papers

2015

Variational Inference for Gaussian Process Modulated Poisson Processes

ICML 2015poster

We present the first fully variational Bayesian inference scheme for continuous Gaussian-process-modulated Poisson processes. Such point processes are used in a variety of domains, including neuroscience, geo-statistics and astronomy, but their use is hindered by the computational cost of existing i…

Cited by 146SourcePDFScholar