Concentration Inequalities And Model Selection eBook

Since the works of Talagrand, concentration inequalities have been recognized as fundamental tools in domains such as geometry of Banach spaces or random combinatorics. This work focuses on non-asymptotic theory for model selection and discusses selected applications to variable selection, change points detection and statistical learning.