51 citations · 57 across the 3 of their papers we have counts for
3 papers
ENTMOOT: A Framework for Optimization over Ensemble Tree Models
Alexander Thebelt, Jan Kronqvist, Miten Mistry +3
Gradient boosted trees and other regression tree models perform well in a wide range of real-world, industrial applications. These tree models (i) offer insight into important pred…
Approximation Algorithms for Process Systems Engineering
Dimitrios Letsios, Radu Baltean-Lugojan, Francesco Ceccon +3
Designing and analyzing algorithms with provable performance guarantees enables efficient optimization problem solving in different application domains, e.g.\ communication network…
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…