3k citations · 24.2k across the 299 of their papers we have counts for
Showing 1996 · cs.AIShow all
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cs.AI1996★ 149 cited
Active Learning with Statistical Models
D. A. Cohn, Z. Ghahramani, M. I. Jordan
For many types of machine learning algorithms, one can compute the statistically `optimal' way to select training data. In this paper, we review how optimal data selection techniqu…
cs.AI1996
Mean Field Theory for Sigmoid Belief Networks
L. K. Saul, T. Jaakkola, M. I. Jordan
We develop a mean field theory for sigmoid belief networks based on ideas from statistical mechanics. Our mean field theory provides a tractable approximation to the true probabili…