STAT 591:
Concentration Inequalities
Autumn Quarter 2017
Some Papers and Books on Concentration Inequalities and Empirical Processes
- Books
- Boucheron, Lugosi, and Massart (2013), Concentration Inequalities
- Ledoux (2001), The Concentration of Measure Phenomenon
- Massart (2007), Concentration Inequalities and Model Selection
- Buhlmann and van de Geer (2011), Statistics for High-Dimensional Data
- Koltchinskii (2011), Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems
- Bakry, Gentil, and Ledoux (2014), Analysis and Geometry of Markov Diffusion Operators
- Van der Vaart and Wellner (1996), Weak Convergence and Empirical Processes
- Dudley (1999), Uniform Central Limit Theorems
- Van de Geer (2000), Empirical Processes in M-Estimation
- de la Pena and Gine (1999), Decoupling
- Classical papers
- Modern papers
- Recent papers
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