The Sample-Computational Tradeo ff
Algorithmic Aspects of Machine Learning
High-Dimensional Statistics
Sample Complexity Bounds for Differentially Private Learning
Theory, Methods and Applications of Active Learning
Efficient Learning of Simplices
Topics in Statistics: Nonparametrics and Robustness
Information-theoretic lower bounds on the oracle complexity of sparse convex optimization
From Trees to Forests and Rule Sets - A Unified Overview of Ensemble Methods
Sparse Exponential Weighting and Langevin Monte-Carlo