Pegasos

Convex Optimization

2004 • 36,308 citations

Convex Optimization

2004 • 32,626 citations

Statistical Learning Theory

1999 • 27,709 citations

An Introduction to Support Vector Machines and Other Kernel-based Learning Methods

2000 • 13,649 citations

Pattern classification and scene analysis

1973 • 12,976 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

An Introduction to Support Vector Machines

2000 • 4,254 citations

Pattern classification and scene analysis

1974 • 3,505 citations

Natural Gradient Works Efficiently in Learning

1998 • 2,540 citations

Adaptive Algorithms and Stochastic Approximations

1990 • 2,105 citations

Training linear SVMs in linear time

2006 • 1,981 citations

Introduction to Stochastic Search and Optimization

2003 • 1,887 citations

Making Large-Scale Support Vector Machine Learning Practical

1998 • 1,519 citations

Online Passive-Aggressive Algorithms

2006 • 1,464 citations

The Tradeoffs of Large-Scale Learning

2011 • 1,244 citations

Some results on Tchebycheffian spline functions

1971 • 1,234 citations

Solving large scale linear prediction problems using stochastic gradient descent algorithms

2004 • 1,125 citations

Large margin classification using the perceptron algorithm

1998 • 1,111 citations

Stochastic Approximation Algorithms and Applications

1998 • 1,084 citations

Online Learning with Kernels

2004 • 1,022 citations

A dual coordinate descent method for large-scale linear SVM

2008 • 910 citations

Logarithmic regret algorithms for online convex optimization

2007 • 865 citations

Parallel optimization: Theory, algorithms, and applications

1998 • 859 citations

Training a Support Vector Machine in the Primal

2007 • 777 citations

Fast Kernel Classifiers with Online and Active Learning

2005 • 632 citations

Efficient svm training using low-rank kernel representations

2002 • 610 citations

Untitled

1999 • 564 citations

On the Generalization Ability of On-Line Learning Algorithms

2004 • 469 citations

Large Scale Online Learning

2003 • 364 citations

SVM optimization

2008 • 259 citations

Logarithmic Regret Algorithms for Online Convex Optimization

2006 • 205 citations

Bundle Methods for Machine Learning

2007 • 133 citations

On the Generalization Ability of Online Strongly Convex Programming Algorithms

2008 • 131 citations

Fast Rates for Regularized Objectives

2008 • 121 citations

QP Algorithms with Guaranteed Accuracy and Run Time for Support Vector Machines

2006 • 76 citations

A Statistical Study of On-line Learning

1999 • 61 citations

Primal-dual Subgradient Methods for Convex Problems

2005 • 53 citations

Statistical analysis of learning dynamics

1999 • 37 citations

Improved risk tail bounds for on-line algorithms

2005 • 15 citations