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
Recurrent Variational Autoencoders for Learning Nonlinear Generative Models in the Presence of Outliers
– IEEE Journal of Selected Topics in Signal Processing
(2018)
12,
1615
(DOI: 10.1109/JSTSP.2018.2876995)
The statistical analysis of acoustic phonetic data: exploring differences between spoken Romance languages
– Journal of the Royal Statistical Society Series C (Applied Statistics)
(2018)
67,
1103
(DOI: 10.1111/rssc.12258)
Connections with Robust PCA and the Role of Emergent Sparsity in Variational Autoencoder Models
– Journal of Machine Learning Research
(2018)
19,
1
Inference on covariance operators via concentration inequalities: K-sample tests, classification, and clustering via rademacher complexities
– Sankhya A
(2018)
81A,
214
(DOI: 10.1007/s13171-018-0143-9)
Tests for separability in nonparametric covariance operators of random surfaces
– The Annals of Statistics
(2017)
45,
1431
(DOI: 10.1214/16-aos1495)
Minimax optimal procedures for testing the structure of multidimensional functions
– Applied and Computational Harmonic Analysis
(2017)
46,
288
(DOI: 10.1016/j.acha.2017.05.003)
Divide-and-Conquer With Sequential Monte Carlo
– Journal of Computational and Graphical Statistics
(2017)
26,
445
A ticklish problem: Studying accent variation from speech recordings
– Significance
(2017)
14,
30
Global and regional amyloid-beta effects on default model network drive progression to AD dementia
– JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM
(2017)
37,
157
Gaussian tree constraints applied to acoustic linguistic functional data
– Journal of Multivariate Analysis
(2017)
154,
199
(DOI: 10.1016/j.jmva.2016.09.015)
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