27 citations · 27 across the 1 of their papers we have counts for
2 papers
stat.ML2021★ 27 cited
Multi-Objective Constrained Optimization for Energy Applications via Tree Ensembles
Alexander Thebelt, Calvin Tsay, Robert M. Lee +4
Energy systems optimization problems are complex due to strongly non-linear system behavior and multiple competing objectives, e.g. economic gain vs. environmental impact. Moreover…
math.OC2018
Mixed-Integer Convex Nonlinear Optimization with Gradient-Boosted Trees Embedded
Miten Mistry, Dimitrios Letsios, Gerhard Krennrich +2
Decision trees usefully represent sparse, high dimensional and noisy data. Having learned a function from this data, we may want to thereafter integrate the function into a larger…