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
A data-centric bottom up model for generation of stochastic internal load profiles based on space-use type
– Journal of Building Performance Simulation
(2019)
12,
620
Recurrent Variational Autoencoders for Learning Nonlinear Generative Models in the Presence of Outliers
– IEEE Journal on 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)
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