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Support-vector networks

1995 • 35,844 citations

Untitled

1995 • 29,657 citations

Statistical Learning Theory

1999 • 27,709 citations

C4.5: Programs for Machine Learning

1992 • 24,077 citations

Classification and Regression Trees.

1984 • 23,117 citations

Classification and Regression Trees.

1986 • 21,574 citations

Practical Methods of Optimization

2009 • 6,596 citations

Advances in kernel methods: support vector learning

1999 • 5,756 citations

Fast Training of Support Vector Machines Using Sequential Minimal Optimization

1998 • 5,442 citations

Practical Methods of Optimization.

1989 • 3,703 citations

Solving Multiclass Learning Problems via Error-Correcting Output Codes

1995 • 2,697 citations

Improved boosting algorithms using confidence-rated predictions

1998 • 2,601 citations

Estimation of Dependences Based on Empirical Data

2006 • 2,270 citations

Large Margin DAGs for Multiclass Classification

1999 • 1,689 citations

Classification by pairwise coupling

1998 • 1,308 citations

The sample complexity of pattern classification with neural networks: the size of the weights is more important than the size of the network

1998 • 1,189 citations

Decision theoretic generalizations of the PAC model for neural net and other learning applications

1992 • 897 citations

Reducing Multiclass to Binary: A Unifying Approach for Margin Classifiers

2000 • 836 citations

Support vector machines for multi-class pattern recognition.

1999 • 781 citations

Error-Correcting Output Coding Corrects Bias and Variance

1995 • 356 citations

Using output codes to boost multiclass learning problems

1997 • 262 citations

Machine Learning Bias, Statistical Bias, and Statistical Variance of Decision Tree Algorithms

2008 • 170 citations

Robust Trainability of Single Neurons

1995 • 161 citations

ERROR-CORRECTING OUTPUT CODING FOR TEXT CLASSIFICATION

1999 • 108 citations

The Error Coding Method and PICTs

1998 • 62 citations

CLOUD CLASSIFICATION USING ERRORCORRECTING OUTPUT CODES

1997 • 21 citations