Transductive Inference

Description

Transductive inference is a common scenario where the learner, in addition to a labeled training sample, has access to all of the test points, without their labels.


Related Publications
Corinna Cortes, Mehryar Mohri, Dmitry Pechyony, and Ashish Rastogi.
Stability Analysis and Learning Bounds for Transductive Regression Algorithms.
In arxiv 0904.0814. 2009.

Corinna Cortes, Mehryar Mohri, Dmitry Pechyony, and Ashish Rastogi.
Stability of transductive regression algorithms.
In Proceedings of the Twenty-fifth International Conference on Machine Learning (ICML 2008). Helsinki, Finland, July 2008.

Corinna Cortes and Mehryar Mohri.
On Transductive Regression.
In Advances in Neural Information Processing Systems (NIPS 2006). pages 305-312, Vancouver, Canada, 2007. MIT Press.

Corinna Cortes, Mehryar Mohri, and Jason Weston.
A General Regression Technique for Learning Transductions.
In Proceedings of the Twenty-Second International Conference on Machine Learning (ICML 2005). pages 153-160, Bonn, Germany, August 2005.