Search Results for author: Emir Demirović

Found 4 papers, 3 papers with code

Optimal Decision Trees for Separable Objectives: Pushing the Limits of Dynamic Programming

no code implementations31 May 2023 Jacobus G. M. van der Linden, Mathijs M. de Weerdt, Emir Demirović

However, many of the methods used rely on general-purpose solvers for which scalability remains an issue.

Optimal Decision Trees for Nonlinear Metrics

1 code implementation15 Sep 2020 Emir Demirović, Peter J. Stuckey

Nonlinear metrics, such as the F1-score, Matthews correlation coefficient, and Fowlkes-Mallows index, are often used to evaluate the performance of machine learning models, in particular, when facing imbalanced datasets that contain more samples of one class than the other.

Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems

1 code implementation22 Nov 2019 Jaynta Mandi, Emir Demirović, Peter J. Stuckey, Tias Guns

Recently, Smart Predict and Optimize (SPO) has been proposed for problems with a linear objective function over the predictions, more specifically linear programming problems.

Combinatorial Optimization Scheduling

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