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: The Indian Journal of Statistics
(2018)
81A,
214
(DOI: 10.1007/s13171-018-0143-9)
Tests for separability in nonparametric covariance operators of random surfaces
– 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
Gaussian tree constraints applied to acoustic linguistic functional data
– Journal of Multivariate Analysis
(2017)
154,
199
(DOI: 10.1016/j.jmva.2016.09.015)
Green generative modeling: Recycling dirty data using recurrent variational autoencoders
– Uncertainty in Artificial Intelligence - Proceedings of the 33rd Conference, UAI 2017
(2017)
- <
- 2 of 8