DIMACS TR: 2005-01

Exploration Approaches to Adaptive Filtering

Authors: Dmitriy Fradkin and Michael Littman


Exploration-exploitation trade-off is particularly important in adaptive filtering setting, where feedback is received only on submitted documents and, therefore, is scarce. We examine effect of certain exploration techniques on performance of simple linear classifiers.

Paper Available at: ftp://dimacs.rutgers.edu/pub/dimacs/TechnicalReports/TechReports/2005/2005-01.ps.gz
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