Minimax Bounds for Active Learning

Lecture Notes in Artificial Intelligence

1999 • 7,385 citations

Mathematical Methods of Statistics.

1947 • 5,846 citations

Active learning with statistical models

1996 • 1,422 citations

Information-Based Objective Functions for Active Data Selection

1992 • 1,219 citations

Active Learning with Statistical Models

1996 • 1,138 citations

Untitled

1997 • 1,123 citations

Wedgelets: nearly minimax estimation of edges

1999 • 657 citations

Optimal aggregation of classifiers in statistical learning

2004 • 586 citations

Minimax theory of image reconstruction

1993 • 410 citations

Agnostic active learning

2006 • 299 citations

Analysis of a greedy active learning strategy

2004 • 279 citations

Coarse sample complexity bounds for active learning

2005 • 270 citations

Analysis of Perceptron-Based Active Learning

2005 • 238 citations

On nonparametric estimation of density level sets

1997 • 227 citations

Introduction à l'estimation non-paramétrique

2003 • 160 citations

Faster Rates in Regression via Active Learning

2005 • 135 citations

Active Learning in the Non-realizable Case

2006 • 105 citations

Hierarchical testing designs for pattern recognition

2005 • 74 citations

Active Learning For Identifying Function Threshold Boundaries

2005 • 66 citations

Nonparametric Estimation of Regression Level Sets

1997 • 46 citations

Learning Probabilistic Linear-Threshold Classifiers via Selective Sampling

2003 • 39 citations

Sequential methods for design-adaptive estimation of discontinuities in regression curves and surfaces

2003 • 27 citations

On minimax rates of convergence in image models under sequential design

1999 • 18 citations

Rates of convergence for the sup-norm risk in image models under sequential designs

2000 • 14 citations