2 papers
cs.LG2021
Interpretable Predictive Maintenance for Hard Drives
Maxime Amram, Jack Dunn, Jeremy J. Toledano +1
Existing machine learning approaches for data-driven predictive maintenance are usually black boxes that claim high predictive power yet cannot be understood by humans. This limits…
cs.LG2020
Optimal Policy Trees
Maxime Amram, Jack Dunn, Ying Daisy Zhuo
We propose an approach for learning optimal tree-based prescription policies directly from data, combining methods for counterfactual estimation from the causal inference literatur…