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A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting

1997 • 18,426 citations

Additive logistic regression: a statistical view of boosting (With discussion and a rejoinder by the authors)

2000 • 6,687 citations

A maximum entropy approach to natural language processing

1996 • 3,198 citations

Improved boosting algorithms using confidence-rated predictions

1998 • 2,601 citations

The relaxation method of finding the common point of convex sets and its application to the solution of problems in convex programming

1967 • 2,568 citations

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2000 • 2,198 citations

$I$-Divergence Geometry of Probability Distributions and Minimization Problems

1975 • 1,516 citations

Untitled

2001 • 1,302 citations

Generalized Iterative Scaling for Log-Linear Models

1972 • 1,224 citations

Inducing features of random fields

1997 • 1,073 citations

Exponentiated Gradient versus Gradient Descent for Linear Predictors

1997 • 895 citations

Parallel optimization: Theory, algorithms, and applications

1998 • 859 citations

Why Least Squares and Maximum Entropy? An Axiomatic Approach to Inference for Linear Inverse Problems

1991 • 811 citations

The Alternating Decision Tree Learning Algorithm

1999 • 722 citations

Prediction Games and Arcing Algorithms

1999 • 536 citations

An iterative row-action method for interval convex programming

1981 • 487 citations

Pairwise data clustering by deterministic annealing

1997 • 464 citations

Sanov Property, Generalized $I$-Projection and a Conditional Limit Theorem

1984 • 345 citations

A simple, fast, and effective rule learner

1999 • 336 citations

Functional Gradient Techniques for Combining Hypotheses

2000 • 279 citations

Additive versus exponentiated gradient updates for linear prediction

1995 • 235 citations

Untitled

2001 • 151 citations

Information-theoretical optimization techniques

1979 • 140 citations

Boosting as entropy projection

1999 • 116 citations

Additive models, boosting, and inference for generalized divergences

1999 • 85 citations

Generalized projections for non-negative functions

1995 • 78 citations

Maxent, Mathematics, and Information Theory

1996 • 69 citations

Robust trainability of single neurons

1992 • 48 citations

Duality and Auxiliary Functions for Bregman Distances

2001 • 42 citations

Potential Boosters

1999 • 37 citations

On-line learning of linear functions

1995 • 35 citations

Scaling Up a Boosting-Based Learner via Adaptive Sampling

2000 • 31 citations

Bounds on approximate steepest descent for likelihood maximization in exponential families

1994 • 10 citations

From Computational Learning Theory to Discovery Science

1999 • 4 citations