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Neil Lawrence

University of Sheffield

Meta-Surrogate Benchmarking for Hyperparameter Optimization


May 30, 2019
Aaron Klein, Zhenwen Dai, Frank Hutter, Neil Lawrence, Javier Gonzalez


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Facilitating Bayesian Continual Learning by Natural Gradients and Stein Gradients


Apr 24, 2019
Yu Chen, Tom Diethe, Neil Lawrence

* Continual Learning Workshop of 32nd Conference on Neural Information Processing Systems (NeurIPS 2018) 

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Continual Learning in Practice


Mar 18, 2019
Tom Diethe, Tom Borchert, Eno Thereska, Borja Balle, Neil Lawrence

* Presented at the NeurIPS 2018 workshop on Continual Learning https://sites.google.com/view/continual2018/home 

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Deep Gaussian Processes for Multi-fidelity Modeling


Mar 18, 2019
Kurt Cutajar, Mark Pullin, Andreas Damianou, Neil Lawrence, Javier González


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Intrinsic Gaussian processes on complex constrained domains


Jan 03, 2018
Mu Niu, Pokman Cheung, Lizhen Lin, Zhenwen Dai, Neil Lawrence, David Dunson


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Parallelizable sparse inverse formulation Gaussian processes (SpInGP)


Sep 28, 2017
Alexander Grigorievskiy, Neil Lawrence, Simo Särkkä

* Presented at Machine Learning in Signal Processing (MLSP2017) 

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Spatio-temporal Gaussian processes modeling of dynamical systems in systems biology


Oct 17, 2016
Mu Niu, Zhenwen Dai, Neil Lawrence, Kolja Becker


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Unsupervised Learning with Imbalanced Data via Structure Consolidation Latent Variable Model


Jun 30, 2016
Fariba Yousefi, Zhenwen Dai, Carl Henrik Ek, Neil Lawrence

* ICLR 2016 Workshop 

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Variational Auto-encoded Deep Gaussian Processes


Feb 29, 2016
Zhenwen Dai, Andreas Damianou, Javier González, Neil Lawrence


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Spike and Slab Gaussian Process Latent Variable Models


May 10, 2015
Zhenwen Dai, James Hensman, Neil Lawrence


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Gaussian Process Models with Parallelization and GPU acceleration


Oct 18, 2014
Zhenwen Dai, Andreas Damianou, James Hensman, Neil Lawrence


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Residual Component Analysis: Generalising PCA for more flexible inference in linear-Gaussian models


Jun 18, 2012
Alfredo Kalaitzis, Neil Lawrence

* ICML2012 

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Manifold Relevance Determination


Jun 18, 2012
Andreas Damianou, Carl Ek, Michalis Titsias, Neil Lawrence

* ICML2012 

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Overlapping Mixtures of Gaussian Processes for the Data Association Problem


Aug 16, 2011
Miguel Lázaro-Gredilla, Steven Van Vaerenbergh, Neil Lawrence


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