Professor of Statistics and Director of Statistical Laboratory
Research Interests: Nonparametric and high-dimensional statistics
Publications
Optimal weighted nearest neighbour classifiers
– The Annals of Statistics
(2012)
40,
2733
(doi: 10.1214/12-AOS1049)
Independent component analysis via nonparametric maximum likelihood estimation
– The Annals of Statistics
(2012)
40,
2973
(doi: 10.1214/12-aos1060)
Comment
– Journal of the American Statistical Association
(2011)
106,
914
(doi: 10.1198/jasa.2011.tm11321)
Approximation by log-concave distributions with applications to regression
– Annals of Statistics
(2011)
39,
702
(doi: 10.1214/10-aos853)
Maximum Likelihood Estimation of a Multi-Dimensional Log-Concave Density
– Journal of the Royal Statistical Society Series B Statistical Methodology
(2010)
72,
545
Discussion of Stability selection by Meinshausen and Bühlmann
– Journal of the Royal Statistical Society Series B
(2010)
72,
455
Asymptotics and optimal bandwidth selection for highest density region estimation
– The Annals of Statistics
(2010)
38,
1767
(doi: 10.1214/09-aos766)
Theoretical properties of the log-concave maximum likelihood estimator of a multidimensional density
– Electronic Journal of Statistics
(2010)
4,
254
(doi: 10.1214/09-ejs505)
Ultrahigh Dimensional Feature Selection: Beyond the Linear Model
– Journal of machine learning research : JMLR
(2009)
10,
2013
Maximum likelihood estimation of a multivariate log-concave density
(2009)
(doi: 10.17863/CAM.16215)
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