Empirical processes
MATH-522
Main References Here is the list of additional boo...
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Main References
Here is the list of additional books used throughout the lectures. Please note that some results in the lecture notes have directly been cited from the following manuscripts, and some have been adapted to the course content. Exact references will be provided at the end of the lecture notes.
- Concentration Inequalities: A Nonasymptotic Theory of Independence. Stéphane Boucheron, Gábor Lugosi, Pascal Massart. Oxford University Press, 2013.
- High-Dimensional Statistics, A Non-Asymptotic Viewpoint. Martin J. Wainwright, Cambridge University Press, 2019.
- Upper and Lower Bounds for Stochastic Processes, Decomposition Theorems. Michel Talagrand, Springer, 2019.
- Introduction to Empirical Processes and Semiparametric Inference. Michael R. Kosorok, Springer, 2006.