P. M. Long and L. Tan. PAC learning axis-aligned rectangles
with respect to product distributions from multiple-instance
examples. Machine
Learning, 30(1):7-22, 1998.
(Available in Postscript and PDF formats.)
Abstract
We describe a polynomial-time algorithm for learning axis-aligned
rectangles with respect to product distributions from
multiple-instance examples in the PAC model. Here,
each example consists of n domain elements
together with a label indicating whether any of the
points is in the rectangle to be learned.