Variational Inference for Gaussian Process Modulated Poisson Processes

Chris M. Lloyd, Tom Gunter, Michael A. Osborne, Stephen J. Roberts

Abstract: 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 neuros...