296 citations · 365 across the 5 of their papers we have counts for
Showing 2018Show all
2 papers · 1 filter
cs.IT2018★ 61 cited
Formal Limitations on the Measurement of Mutual Information
David McAllester, Karl Stratos
Measuring mutual information from finite data is difficult. Recent work has considered variational methods maximizing a lower bound. In this paper, we prove that serious statistica…
cs.LG2018★ 8 cited
Information Theoretic Co-Training
David McAllester
This paper introduces an information theoretic co-training objective for unsupervised learning. We consider the problem of predicting the future. Rather than predict future sensati…