Active Learning and Experimental Design

Resources

Shannon (1948) A Mathematical Theory of Communication

Simon Tong (2001) Active Learning: Theory and Applications

Boyd & Vandenberghe (2004) Convex Optimization (Chapter 7 contains some information about experimental design)

Atkinson (1996) The Usefulness of Optimum Experimental Designs

Chaloner and Verdinelli (1995) Bayesian Experimental Design: A Review

Applications

McCallum and Nigam (1998) Employing EM in Pool-based Active Aearning for Text Classification

Flaherty, Jordan, and Arkin (2005) Robust Design of Biological Experiments

Yu, Bi, and Tresp (2006) Active Learning via Transductive Experimental Design

Last modified: Mon Dec 04 14:37:39 Pacific Standard Time 2006