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.