Arcing classifier (with discussion and a rejoinder by the author)

The Nature of Statistical Learning Theory

1995 • 38,742 citations

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

1997 • 18,426 citations

Bagging predictors

1996 • 14,995 citations

Neural Networks and the Bias/Variance Dilemma

1992 • 3,412 citations

A theory of the learnable

1984 • 2,968 citations

A Practical Bayesian Framework for Backpropagation Networks

1992 • 2,757 citations

Solving Multiclass Learning Problems via Error-Correcting Output Codes

1995 • 2,697 citations

Boosting the margin: a new explanation for the effectiveness of voting methods

1998 • 2,338 citations

The strength of weak learnability

1990 • 2,267 citations

Boosting a Weak Learning Algorithm by Majority

1995 • 1,633 citations

Shape Quantization and Recognition with Randomized Trees

1997 • 1,216 citations

Heuristics of instability and stabilization in model selection

1996 • 1,136 citations

Cryptographic limitations on learning Boolean formulae and finite automata

1994 • 701 citations

A Recursive Partitioning Decision Rule for Nonparametric Classification

1977 • 376 citations

Error-Correcting Output Coding Corrects Bias and Variance

1995 • 356 citations

Crytographic limitations on learning Boolean formulae and finite automata

1989 • 272 citations

Joint induction of shape features and tree classifiers

1997 • 200 citations

Combinations of weak classifiers

1997 • 165 citations

Error reduction through learning multiple descriptions

1996 • 141 citations

Sample compression, learnability, and the Vapnik-Chervonenkis dimension

1995 • 108 citations

Multiple binary decision tree classifiers

1990 • 69 citations

Efficient Focusing and Face Detection

1998 • 32 citations

A Conversaton with Leo Breiman

2001 • 14 citations