*On the exponential value of labeled samples*

V. Castelli and T.M. Cover (1995)*The value of unlabeled data for classification*

Tong Zhang (2000)*Learning with labeled and unlabeled data*

Matthias Seeger (2001)*Unlabeled data can degrade classification performance of generative classifiers*

Fabio G. Cozman and Ira Cohen (2002).

*Statistical Learning Theory (Chapter 8)*

Vladimir Vapnik (1998).*Learning by transduction*

A. Gammerman, V. Vovk, V. Vapnik (1998)*Semi-supervised support vector machines*

Kristin Bennett, Ayhan Demiriz (1998)*Transductive inference for text classification using support vector machines*

Thorsten Joachims (1999)*Maximum Entropy Discrimination*

Tommi Jaakkola, Marina Meila, and Tony Jebara (1999).*Optimization approaches to semi-supervised learning*

Ayhan Demiriz, Kristin Bennett (2000)*Bayesian transduction*

Thore Graepel, Ralf Herbrich, Klaus Obermayer (2000)*Transductive and Inductive Methods for Approximate Gaussian Process Regression*

Anton Achwaighofer, Volker Tresp (2002).*Learning from Labeled and Unlabeled Data using Graph Mincuts*

Avrim Blum, Shuchi Chawla (2001).*Partially labeled classification with Markov random walks*

Martin Szummer, Tommi Jaakkola (2002)*Learning the kernel matrix with semi-definite programming*

Gert Lanckriet, Nello Christianini, Peter Bartlett, Laurent El Ghaoui, Michael I. Jordan. (2002).

*Combining labeled and unlabeled data with co-training*

Avrim Blum, Tom Mitchell (1998)*The role of unlabeled data in supervised learning*

Tom Mitchell (1999)*Understanding the behavior of co-training*

Kamal Nigam, Rayid Ghani (1999)*Text classification from labeled and unlabeled documents using EM*

Kamal Nigam, Andrew McCallum, Sebastian Thrun, Tom Mitchell (1999)*Enhancing supervised learning with unlabeled data*

Sally Goldman, Yan Zhou (2000)*Kernel expansions with unlabeled examples*

Martin Szummer, Tommi Jaakkola (2001)*Support vector machine active learning with application to text classification*

Simon Tong, Daphne Koller (2001)

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dplewis@cs.columbia.edu