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Cantab Capital Institute for the Mathematics of Information

 

Harding Professor of Statistics in Public Life

Research Interests: Statistics: in particular Functional / Object Data Analysis, Time Series Analysis, Official and Public Policy Statistics, Statistical Neuroimaging, Statistical Linguistics, Seasonal Adjustment and other Applied Statistics

 

Publications

Accurate autocorrelation modeling substantially improves fMRI reliability (vol 10, 1220, 2019)
W Olszowy, J Aston, C Rua, GB Williams
– Nat Commun
(2019)
10,
1511
Accurate autocorrelation modeling substantially improves fMRI reliability
W Olszowy, J Aston, C Rua, GB Williams
– Nature Communications
(2019)
10,
1220
A data-centric bottom-up model for generation of stochastic internal load profiles based on space-use type
R Ward, R Choudhary, Y Heo, J Aston
– Journal of Building Performance Simulation
(2019)
12,
620
Recurrent Variational Autoencoders for Learning Nonlinear Generative Models in the Presence of Outliers
Y Wang, B Dai, G Hua, JAD Aston, D Wipf
– IEEE Journal of Selected Topics in Signal Processing
(2018)
12,
1615
The Statistical Analysis of Acoustic Phonetic Data: Exploring Differences Between Spoken Romance Languages
JAD Aston, D Pigoli, P Hadjipantelis, J Coleman
– Journal of the Royal Statistical Society Series C (Applied Statistics)
(2018)
67,
1103
Connections with robust PCA and the role of emergent sparsity in variational autoencoder models
B Dai, Y Wang, J Aston, G Hua, D Wipf
– Journal of Machine Learning Research
(2018)
19,
1
Accurate autocorrelation modeling substantially improves fMRI reliability
W Olszowy, J Aston, C Rua, GB Williams
(2018)
Inference on covariance operators via concentration inequalities: K-sample tests, classification, and clustering via rademacher complexities
AB Kashlak, JAD Aston, R Nickl
– Sankhya the Indian Journal of Statistics
(2018)
81A,
214
Tests for separability in nonparametric covariance operators of random surfaces
JAD Aston, D Pigoli, S Tavakoli
– The Annals of Statistics
(2017)
45,
1431
Minimax optimal procedures for testing the structure of multidimensional functions
J Aston, F Autin, G Claeskens, J-M Freyermuth, C Pouet
– Applied and Computational Harmonic Analysis
(2017)
46,
288
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Research Group

Cantab Capital Institute for the Mathematics of Information

Room

D1.03

Telephone

01223 766535