Probability Product Kernels

The Nature of Statistical Learning Theory

1995 • 38,742 citations

Statistical Learning Theory

1999 • 27,709 citations

The Elements of Statistical Learning

2001 • 24,302 citations

Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference

1988 • 17,362 citations

Density Estimation for Statistics and Data Analysis

2018 • 15,477 citations

Learning with Kernels

2001 • 8,543 citations

Estimation and Inference in Econometrics.

1994 • 5,846 citations

Fast Training of Support Vector Machines Using Sequential Minimal Optimization

1998 • 5,442 citations

Learning with Kernels

2002 • 3,616 citations

On a measure of divergence between two statistical populations defined by their probability distributions

1943 • 2,022 citations

AN APPROACH TO TIME SERIES SMOOTHING AND FORECASTING USING THE EM ALGORITHM

1982 • 1,471 citations

Scatter/Gather

2017 • 1,466 citations

Exploiting Generative Models in Discriminative Classifiers

1998 • 1,303 citations

Untitled

1997 • 1,220 citations

Convolution kernels on discrete structures

1999 • 1,130 citations

Convolution Kernels for Natural Language

2002 • 797 citations

Marginalized kernels between labeled graphs

2003 • 713 citations

A Kullback-Leibler Divergence Based Kernel for SVM Classification in Multimedia Applications

2003 • 380 citations

Learning Switching Linear Models of Human Motion

2000 • 329 citations

Some inequalities for information divergence and related measures of discrimination

2000 • 314 citations

Fast Kernels for String and Tree Matching

2004 • 299 citations

Input-output HMMs for sequence processing

1996 • 290 citations

Mismatch String Kernels for SVM Protein Classification

2002 • 274 citations

Tutorial on Variational Approximation Methods

2001 • 270 citations

Maximum Entropy Discrimination

2004 • 268 citations

A kernel between sets of vectors

2003 • 248 citations

Learning with non-positive kernels

2004 • 239 citations

Marginalized kernels for biological sequences

2002 • 166 citations

Composite Kernels for Hypertext Categorisation

2001 • 147 citations

Bhattacharyya and Expected Likelihood Kernels

2003 • 129 citations

Information Diffusion Kernels

2002 • 55 citations

Rational Kernels

2002 • 54 citations

A Probabilistic Approach to Full-Text Document Clustering

1998 • 29 citations