Knowles, David A.

11 publications

AISTATS 2025 The VampPrior Mixture Model Andrew A. Stirn, David A. Knowles

ICMLW 2024 CellFlows: Inferring Splicing Kinetics from Latent and Mechanistic Cellular Dynamics Sei Chang, Zaiqian Chen, Bianca Dumitrascu, David A. Knowles

NeurIPS 2024 Disentangling Interpretable Factors with Supervised Independent Subspace Principal Component Analysis Jiayu Su, David A. Knowles, Raul Rabadan

UAI 2013 The Supervised IBP: Neighbourhood Preserving Infinite Latent Feature Models Novi Quadrianto, Viktoriia Sharmanska, David A. Knowles, Zoubin Ghahramani

NeurIPS 2012 A Nonparametric Variable Clustering Model Konstantina Palla, Zoubin Ghahramani, David A. Knowles

ICML 2012 An Infinite Latent Attribute Model for Network Data Konstantina Palla, David A. Knowles, Zoubin Ghahramani

ICML 2012 Gaussian Process Regression Networks Andrew Gordon Wilson, David A. Knowles, Zoubin Ghahramani

ICML 2011 Message Passing Algorithms for the Dirichlet Diffusion Tree David A. Knowles, Jurgen Van Gael, Zoubin Ghahramani

NeurIPS 2011 Non-Conjugate Variational Message Passing for Multinomial and Binary Regression David A. Knowles, Tom Minka

UAI 2011 Pitman-Yor Diffusion Trees David A. Knowles, Zoubin Ghahramani

NeurIPS 2009 Large Scale Nonparametric Bayesian Inference: Data Parallelisation in the Indian Buffet Process Finale Doshi-velez, Shakir Mohamed, Zoubin Ghahramani, David A. Knowles