Optimization over decision trees: a case study for the design of stable direct-current electricity networks

[1]  M. Stingl,et al.  Outer Approximation for Mixed-Integer Nonlinear Robust Optimization , 2022, Journal of Optimization Theory and Applications.

[2]  Calvin Tsay,et al.  Multi-Objective Constrained Optimization for Energy Applications via Tree Ensembles , 2021, Applied Energy.

[3]  Frauke Liers,et al.  Robust approximation of chance constrained DC optimal power flow under decision-dependent uncertainty , 2020, Eur. J. Oper. Res..

[4]  L. Vandevelde,et al.  A Low-Voltage DC Backbone with Aggregated RES and BESS: Benefits Compared to a Traditional Low-Voltage AC System , 2021, Energies.

[5]  Robert M. Lee,et al.  ENTMOOT: A Framework for Optimization over Ensemble Tree Models , 2020, Comput. Chem. Eng..

[6]  Dimitrios Letsios,et al.  Mixed-Integer Convex Nonlinear Optimization with Gradient-Boosted Trees Embedded , 2018, INFORMS J. Comput..

[7]  S. Dehuri,et al.  DecisionTree for Classification and Regression: A State-of-the Art Review , 2020, Informatica.

[8]  Velibor V. Misic,et al.  Optimization of Tree Ensembles , 2017, Oper. Res..

[9]  Dimitris Bertsimas,et al.  Optimal Prescriptive Trees , 2019, INFORMS J. Optim..

[10]  Fei GAO,et al.  Primary and secondary control in DC microgrids: a review , 2018, Journal of Modern Power Systems and Clean Energy.

[11]  Georgia Perakis,et al.  Optimizing Objective Functions Determined from Random Forests , 2017 .

[12]  Dimitris Bertsimas,et al.  Optimal classification trees , 2017, Machine Learning.

[13]  Stephen Relyea,et al.  An Analytics Approach to Designing Combination Chemotherapy Regimens for Cancer , 2016, Manag. Sci..

[14]  David Simchi-Levi,et al.  Analytics for an Online Retailer: Demand Forecasting and Price Optimization , 2016, Manuf. Serv. Oper. Manag..

[15]  Juan Pablo Vielma,et al.  Mixed Integer Linear Programming Formulation Techniques , 2015, SIAM Rev..

[16]  Wei-Yin Loh,et al.  Fifty Years of Classification and Regression Trees , 2014 .

[17]  Wei-Yin Loh,et al.  Classification and regression trees , 2011, WIREs Data Mining Knowl. Discov..

[18]  Robert E. Bixby,et al.  Progress in computational mixed integer programming—A look back from the other side of the tipping point , 2007, Ann. Oper. Res..

[19]  Leo Breiman,et al.  Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author) , 2001 .

[20]  Eligius M. T. Hendrix,et al.  Finding robust solutions for product design problems , 1996 .

[21]  A. S. Manne,et al.  On the Solution of Discrete Programming Problems , 1956 .