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cs.LG2023★ 3 cited
Pretty darn good control: when are approximate solutions better than approximate models
Felipe Montealegre-Mora, Marcus Lapeyrolerie, Melissa Chapman +2
Existing methods for optimal control struggle to deal with the complexity commonly encountered in real-world systems, including dimensionality, process error, model bias and data h…
cs.LG2021★ 1 cited
Deep Reinforcement Learning for Conservation Decisions
Marcus Lapeyrolerie, Melissa S. Chapman, Kari E. A. Norman +1
Can machine learning help us make better decisions about a changing planet? In this paper, we illustrate and discuss the potential of a promising corner of machine learning known a…