Aggregation via empirical risk minimization

Convexity, Classification, and Risk Bounds

Peter L. Bartlett, Michael I. Jordan, Jon McAuliffe · Journal of the American Statistical Association · 2006 · 1.1K citations

Computing, Computer Science, Machine Learning +16

Some Limit Theorems for Empirical Processes

Evarist Giné, Joel Zinn · The Annals of Probability · 1984 · 442 citations · Full text

Natural Sciences, Mathematics, Discrete Mathematics +12

Local Rademacher complexities and oracle inequalities in risk minimization

Vladimir Koltchinskii · The Annals of Statistics · 2006 · 393 citations · Full text

Natural Sciences, Mathematics, Probability Theory +10

Aggregation for Gaussian regression

Florentina Bunea, Marten Wegkamp · 2016 · 317 citations

Natural Sciences, Mathematics, Optimization +12

Reconstruction and Subgaussian Operators in Asymptotic Geometric Analysis

Shahar Mendelson, Alain Pajor, Nicole Tomczak-Jaegermann · Geometric and Functional Analysis · 2007 · 207 citations

Engineering, Oral Radiology, Stochastic Processes +6