104 citations · 298 across the 20 of their papers we have counts for
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q-bio.CB2020★ 1 cited
Enzyme promiscuity prediction using hierarchy-informed multi-label classification
Gian Marco Visani, Michael C. Hughes, Soha Hassoun
As experimental efforts are costly and time consuming, computational characterization of enzyme capabilities is an attractive alternative. We present and evaluate several machine-l…
stat.ML2020★ 16 cited
POPCORN: Partially Observed Prediction COnstrained ReiNforcement Learning
Joseph Futoma, Michael C. Hughes, Finale Doshi-Velez
Many medical decision-making tasks can be framed as partially observed Markov decision processes (POMDPs). However, prevailing two-stage approaches that first learn a POMDP and the…