Data perturbation for high-dimensional statistical inference by Richard Samworth (University of Cambridge)

It will introduce a paradigm and illustrate it with various examples from Richard Samworth's work. Relevant papers include:Shah, R. D. and Samworth, R. J. (2013) Variable selection with error control: Another look at Stability Selection. J. Roy. Statist. Soc., Ser. B, 75, 55--80.Cannings, T. I. and Samworth, R. J. (2017) Random-projection ensemble classification. J. Roy. Statist. Soc., Ser. B (with discussion), 79, 959--1035.Gataric, M., Wang, T. and Samworth, R. J. (2017) Sparse principal component analysis via random projections. https://arxiv.org/abs/1712.05630 Barber, R. F., Candes, E. J. and Samworth, R. J. (2018) Robust inference via knockoffs. https://arxiv.org/abs/1801.03896