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All publications by Mark Girolami
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Ordinal Mixed Membership Models
Seppo Virtanen and Mark Girolami
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Frank-Wolfe Bayesian Quadrature: Probabilistic Integration with Theoretical Guarantees
Françcois-xavier Briol, Chris Oates, Mark Girolami and Michael A. Osborne
Advances in Neural Information Processing Systems 28, 2015


A Bayesian Approach to Approximate Joint Diagonalization of Square Matrices
Mingjun Zhong and Mark Girolami
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Analysis of SVM with Indefinite Kernels
Yiming Ying, Colin Campbell and Mark Girolami
Advances in Neural Information Processing Systems 22, 2009


Reversible Jump MCMC for Non-Negative Matrix Factorization
Mingjun Zhong and Mark Girolami
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics (AISTATS-09), 2009


Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes
Ben Calderhead, Mark Girolami and Neil D. Lawrence
Advances in Neural Information Processing Systems 21, 2008


Kernel Maximum Entropy Data Transformation and an Enhanced Spectral Clustering Algorithm
Robert Jenssen, Torbjørn Eltoft, Mark Girolami and Deniz Erdogmus
Advances in Neural Information Processing Systems 19, 2006


Sparse Multinomial Logistic Regression via Bayesian L1 Regularisation
Gavin C. Cawley, Nicola L. Talbot and Mark Girolami
Advances in Neural Information Processing Systems 19, 2006


Data Integration for Classification Problems Employing Gaussian Process Priors
Mark Girolami and Mingjun Zhong
Advances in Neural Information Processing Systems 19, 2006


Hierarchic Bayesian models for kernel learning
Mark Girolami and Simon Rogers
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005


Simplicial Mixtures of Markov Chains: Distributed Modelling of Dynamic User Profiles
Mark Girolami and Ata Kabán
Advances in Neural Information Processing Systems 16, 2003