How to use expert advice

Neural Networks: A Comprehensive Foundation

1998 • 30,466 citations

Modeling by shortest data description

1978 • 5,959 citations

A theory of the learnable

1984 • 4,471 citations

Estimation of Dependences Based on Empirical Data

2006 • 2,270 citations

The Weighted Majority Algorithm

1994 • 2,040 citations

The Asymptotic Theory of Extreme Order Statistics

1990 • 1,917 citations

Learnability and the Vapnik-Chervonenkis dimension

1989 • 1,855 citations

Stochastic Complexity and Modeling

1986 • 959 citations

Aggregating strategies

1990 • 635 citations

Principles of Risk Minimization for Learning Theory

1991 • 634 citations

Sharper Bounds for Gaussian and Empirical Processes

1994 • 513 citations

Statistical mechanics of learning from examples

1992 • 507 citations

Competitive paging algorithms

1991 • 460 citations

Universal modeling and coding

1981 • 452 citations

Efficient distribution-free learning of probabilistic concepts

1994 • 388 citations

Universal prediction of individual sequences

1992 • 378 citations

Toward efficient agnostic learning

1992 • 369 citations

Rates of convergence for minimum contrast estimators

1993 • 225 citations

Bounds on the sample complexity of Bayesian learning using information theory and the VC dimension

1991 • 164 citations

Predicting {0, 1}-Functions on Randomly Drawn Points

1994 • 161 citations

Learning from examples in large neural networks

1990 • 151 citations

Equivalence of models for polynomial learnability

1991 • 141 citations

Competitive k-server algorithms

1994 • 140 citations

From on-line to batch learning

1989 • 130 citations

BEHAVIOR OF SEQUENTIAL PREDICTORS OF BINARY SEQUENCES.

1966 • 105 citations

Learning probabilistic prediction functions

1988 • 95 citations

Tight worst-case loss bounds for predicting with expert advice

1995 • 90 citations

A Logic of Probability, with Application to the Foundations of Statistics

1993 • 84 citations

On Weak Learning

1995 • 79 citations

Untitled

1996 • 72 citations

Prequential data analysis

1992 • 63 citations

Universal forecasting algorithms

1992 • 50 citations

Competitive algorithms for layered graph traversal

2002 • 42 citations

Compound Bayes Predictors for Sequences with Apparent Markov Structure

1977 • 35 citations

HOW WELL DO BAYES METHODS WORK FOR ON-LINE PREDICTION OF {+- 1} VALUES?

1992 • 27 citations

Using experts for predicting continuous outcomes

1994 • 22 citations

Approximate methods for sequential decision making using expert advice

1994 • 21 citations

Universal sequential learning and decision from individual data sequences

1992 • 19 citations

Efficient Distribution-free Learning of Probabilistic Concepts (Extended Abstract)

1990 • 13 citations

A loss bound model for on-line stochastic prediction strategies

1991 • 12 citations

Some weak learning results

1992 • 8 citations