PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

EPrints submitted by David Knowles

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Number of EPrints submitted by this user: 8

Infinite Sparse Factor Analysis and Infinite Independent Components Analysis
David Knowles and Zoubin Ghahramani
In: 7th International Conference on Independent Component Analysis and Signal Separation, London(2007).

Large Scale Nonparametric Bayesian Inference: Data Parallelisation in the Indian Buffet Process
Finale Doshi, David Knowles, Shakir Mohamed and Zoubin Ghahramani
In: Twenty-Third Annual Conference on Neural Information Processing Systems, Vancouver, Canada(2009).

Nonparametric Bayesian Sparse Factor Models with application to Gene Expression modelling
Zoubin Ghahramani and David Knowles
Annals of Applied Statistics 2010.

Modeling skin and ageing phenotypes using latent variable models in Infer.NET
David Knowles, Leopold Parts, Daniel Glass and John Winn
In: Predictive Models in Personalized Medicine Workshop, NIPS 2010, 11 Dec 2010, Vancouver, Canada.

Message Passing Algorithms for the Dirichlet Diffusion Tree
David Knowles, Jurgen van Gael and Zoubin Ghahramani
In: ICML 2011(2011).

Pitman-Yor diffusion trees
David Knowles and Zoubin Ghahramani
In: UAI 2011(2011).

Non-conjugate variational message passing for multinomial and binary regression
David Knowles and Thomas P. Minka
In: NIPS 2011(2011).

Inferring a measure of physiological age from multiple ageing related phenotypes
David Knowles, Leopold Parts, Daniel Glass and John Winn
In: NIPS 2011 Workshop: From Statistical Genetics to Predictive Models in Personalized Medicine(2011).