Conference and Journal Papers

Saul, A., Hensman, J., Vehtai, A., & Lawrence, N. D. (2016) Chained Gaussian processes. Proceedings Of the Nineteenth International Conference on Artificial Intelligence and Statistics

Saul, A., Prescott, T. and Fox, C. (2011) Scaling up a Boltzmann machine model of Hippocampus with visual features for mobile robots. Proc. IEEE Int. Conf. on Robots and Biomimetics (ROBIO).

Workshops

Saul, A., Hensman, J., Vehtai, A., & Lawrence, N. D. (2015) Scalable Flexible Survival Analysis with Gaussian Processes. Workshop on Flexible Models for Longitudinal and Survival Data with Applications in Biostatistics Warwick - poster.

Saul, A. Lawrence, N. D. (2014) Latent Survival With Gaussian Processes. Machine Learning Summer School & AISTATS joint poster session - poster.

Talks

Saul, A (2016) GPy crash course. Aalto University, 2016 - slides - notebook

Saul, A (2015) Gaussian Processes with non-Gaussian Likelihoods. Gaussian Process Summer School, 2015, University of Sheffield - slides - watch online

Saul, A. Lawrence, N. D. (2013) Survival Analysis with Gaussian Processes. Sheffield Institute for Translational Neuroscience (SITraN), University of Sheffield.

Open tutorials

Poisson process regression, gives a quick tutorial on applying a Poisson Process Regression within GPy software.