Semi-supervised learning : from Gaussian fields to Gaussian processes

Semi-supervised learning using Gaussian fields and harmonic functions

2003 • 3,341 citations

Graphical Models in Applied Multivariate Statistics

1991 • 1,927 citations

Learning from Labeled and Unlabeled Data using Graph Mincuts

2001 • 931 citations

On Kernel Target Alignment

2006 • 886 citations

Kernels and Regularization on Graphs

2003 • 862 citations

Semi-Supervised Learning on Riemannian Manifolds

2004 • 817 citations

Bayesian classification with Gaussian processes

1998 • 714 citations

Partially labeled classification with Markov random walks

2001 • 568 citations

Combining active learning and semi-supervised learning using Gaussian fields and harmonic functions

2003 • 480 citations

Learning from Labeled and Unlabeled Data

2017 • 474 citations

Cluster Kernels for Semi-Supervised Learning

2002 • 469 citations

Learning Kernel Classifiers

2001 • 172 citations

Using manifold structure for partially labelled classification

2002 • 95 citations