James Hensman
TitleCited byYear
Gaussian processes for big data
J Hensman, N Fusi, ND Lawrence
Conference on Uncertainty in Artificial Intellegence, 282--290, 2013
4712013
Natural computing for mechanical systems research: A tutorial overview
K Worden, WJ Staszewski, JJ Hensman
Mechanical Systems and Signal Processing 25 (1), 4-111, 2011
2002011
Scalable Variational Gaussian Process Classification
J Hensman, A Matthews, Z Ghahramani
Proceedings of the Eighteenth International Conference on Artificial†…, 2014
1552014
GPflow: A Gaussian process library using TensorFlow
DG Matthews, G Alexander, M Van Der Wilk, T Nickson, K Fujii, ...
The Journal of Machine Learning Research 18 (1), 1299-1304, 2017
141*2017
Locating acoustic emission sources in complex structures using Gaussian processes
J Hensman, R Mills, SG Pierce, K Worden, M Eaton
Mechanical Systems and Signal Processing 24 (1), 211-223, 2010
962010
The circadian clock in murine chondrocytes regulates genes controlling key aspects of cartilage homeostasis
N Gossan, L Zeef, J Hensman, A Hughes, JF Bateman, L Rowley, ...
Arthritis & Rheumatism 65 (9), 2334-2345, 2013
812013
Fast variational inference in the conjugate exponential family
J Hensman, M Rattray, ND Lawrence
NIPS 2012, 2012
712012
Parameter estimation and model selection for a class of hysteretic systems using Bayesian inference
K Worden, JJ Hensman
Mechanical Systems and Signal Processing 32, 153-169, 2012
682012
On sparse variational methods and the Kullback-Leibler divergence between stochastic processes
AGG Matthews, J Hensman, R Turner, Z Ghahramani
AISTATS 51, 231-239, 2016
61*2016
Hierarchical Bayesian modelling of gene expression time series across irregularly sampled replicates and clusters
J Hensman, ND Lawrence, M Rattray
BMC bioinformatics 14 (1), 252, 2013
602013
MCMC for variationally sparse Gaussian processes
J Hensman, AG Matthews, M Filippone, Z Ghahramani
Advances in Neural Information Processing Systems, 1648-1656, 2015
532015
Genome-wide occupancy links Hoxa2 to Wnt–β-catenin signaling in mouse embryonic development
IJ Donaldson, S Amin, JJ Hensman, E Kutejova, M Rattray, N Lawrence, ...
Nucleic acids research 40 (9), 3990-4001, 2012
522012
Hoxa2 selectively enhances Meis binding to change a branchial arch ground state
S Amin, IJ Donaldson, DA Zannino, J Hensman, M Rattray, M Losa, ...
Developmental cell 32 (3), 265-277, 2015
492015
Acoustic emission for monitoring aircraft structures
KM Holford, R Pullin, SL Evans, MJ Eaton, J Hensman, K Worden
Proceedings of the Institution of Mechanical Engineers, Part G: Journal of†…, 2009
462009
Variational Fourier Features for Gaussian Processes.
J Hensman, N Durrande, A Solin
Journal of Machine Learning Research 18 (151), 1-151, 2017
442017
Nested variational compression in deep Gaussian processes
J Hensman, ND Lawrence
arXiv preprint arXiv:1412.1370, 2014
412014
Fast nonparametric clustering of structured time-series
J Hensman, M Rattray, ND Lawrence
IEEE transactions on pattern analysis and machine intelligence 37 (2), 383-393, 2014
392014
Gremlin-2 is a BMP antagonist that is regulated by the circadian clock
CYC Yeung, N Gossan, Y Lu, A Hughes, JJ Hensman, ML Bayer, M Kjśr, ...
Scientific reports 4, 5183, 2014
352014
Convolutional gaussian processes
M Van der Wilk, CE Rasmussen, J Hensman
Advances in Neural Information Processing Systems, 2849-2858, 2017
272017
Fast and accurate approximate inference of transcript expression from RNA-seq data
J Hensman, P Papastamoulis, P Glaus, A Honkela, M Rattray
Bioinformatics 31 (24), 3881-3889, 2015
26*2015
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