S. Dasgupta,
W. S. Lee
and P. M. Long. A theoretical analysis of query
selection for collaborative filtering.
Machine
Learning, 51: 283-298, 2003.
(Available in Postscript and PDF formats.)
Abstract
We consider the problem of determining which of a set of experts
has tastes most similar to a given user by asking the user questions about his
likes and dislikes. We describe a simple and fast
algorithm for generating queries for a
theoretical model of this problem.
We establish approximation guarantees for this and related algorithms.