23th May 2005 — Active Learning

Arik will present:

Query by committee, Seung, Opper and Sompolinsky, COLT 1992.

Máté will present:

Information-based objective functions for active data selection. David Mackay, Neural Comput 1991 (also Ch4 of his PhD thesis).

Also relevant is: Combining active learning and semi-supervised learning using Gaussian fields and harmonic functions, Zhu, Lafferty and Ghahramani, ICML 2003.