STAT 593A:
Concentration Inequalities

Spring Quarter 2014

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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