On 55 days of UK household data, SPO+ decision-focused learning with automated features gave the lowest battery-scheduling regret, though gains over no-AFE were not statistically robust.
Melding the data-decisions pipeline: Decision-focused learning for combinatorial optimization.Proceedings of the AAAI Conference on Artificial Intelligence, 33(01):1658–1665, 2019
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Decision-Focused Learning Enhanced by Automated Feature Engineering for Energy Storage Optimisation
On 55 days of UK household data, SPO+ decision-focused learning with automated features gave the lowest battery-scheduling regret, though gains over no-AFE were not statistically robust.