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Optimization of Tree Ensembles

30 May 2017

Papers citing "Optimization of Tree Ensembles"

28 / 28 papers shown

Title
Conformal Mixed-Integer Constraint Learning with Feasibility Guarantees Daniel Ovalle Lorenz T. Biegler Ignacio E. Grossmann Carl D. Laird Mateo Dulce Rubio 72 0 0 04 Jun 2025
Global optimization of graph acquisition functions for neural architecture search Yilin Xie Shiqiang Zhang Jixiang Qing Ruth Misener Calvin Tsay 63 0 0 29 May 2025
BARK: A Fully Bayesian Tree Kernel for Black-box Optimization Toby Boyne Jose Pablo Folch Robert M. Lee B. Shafei Ruth Misener GP 140 2 0 07 Mar 2025
Learning Optimal Classification Trees Robust to Distribution Shifts Nathan Justin S. Aghaei Andrés Gómez P. Vayanos OOD 200 0 0 26 Oct 2023
A Mathematical Programming Approach to Optimal Classification Forests V. Blanco Alberto Japón J. Puerto Peter Zhang 100 0 0 18 Nov 2022
Counterfactual Explanations Using Optimization With Constraint Learning Donato Maragno Tabea E. Rober Ilker Birbil CML 117 10 0 22 Sep 2022
Closing the Loop: A Framework for Trustworthy Machine Learning in Power Systems Jochen Stiasny Samuel C. Chevalier Rahul Nellikkath Brynjar Sævarsson Spyros Chatzivasileiadis 66 16 0 14 Mar 2022
OMLT: Optimization & Machine Learning Toolkit Francesco Ceccon Jordan Jalving Joshua Haddad Alexander Thebelt Calvin Tsay C. Laird Ruth Misener 84 77 0 04 Feb 2022
Constraint Learning to Define Trust Regions in Predictive-Model Embedded Optimization Chenbo Shi Mohsen Emadikhiav Leonardo Lozano David Bergman 53 2 0 12 Jan 2022
Mixed-Integer Optimization with Constraint Learning Donato Maragno H. Wiberg Dimitris Bertsimas Ş. Birbil D. Hertog Adejuyigbe O. Fajemisin 110 55 0 04 Nov 2021
Multi-Objective Constrained Optimization for Energy Applications via Tree Ensembles Alexander Thebelt Calvin Tsay Robert M. Lee Nathan Sudermann-Merx David Walz T. Tranter Ruth Misener AI4CE 56 30 0 04 Nov 2021
Optimization with Constraint Learning: A Framework and Survey Adejuyigbe O. Fajemisin Donato Maragno D. Hertog 111 52 0 05 Oct 2021
Rule Generation for Classification: Scalability, Interpretability, and Fairness Tabea E. Rober Adia C. Lumadjeng M. Akyuz cS. .Ilker Birbil 124 2 0 21 Apr 2021
Rare-Event Simulation for Neural Network and Random Forest Predictors Yuanlu Bai Zhiyuan Huang Henry Lam Ding Zhao 53 24 0 10 Oct 2020
Stochastic Optimization Forests Nathan Kallus Xiaojie Mao 200 50 0 17 Aug 2020
Model Distillation for Revenue Optimization: Interpretable Personalized Pricing Max Biggs Wei-Ju Sun M. Ettl 75 35 0 03 Jul 2020
ENTMOOT: A Framework for Optimization over Ensemble Tree Models Alexander Thebelt Jan Kronqvist Miten Mistry Robert M. Lee Nathan Sudermann-Merx Ruth Misener 87 57 0 10 Mar 2020
Injecting Domain Knowledge in Neural Networks: a Controlled Experiment on a Constrained Problem Mattia Silvestri M. Lombardi M. Milano AI4CE 119 19 0 25 Feb 2020
Learning Optimal Classification Trees: Strong Max-Flow Formulations S. Aghaei A. Gómez P. Vayanos AI4CE 142 26 0 21 Feb 2020
JANOS: An Integrated Predictive and Prescriptive Modeling Framework David Bergman Teng Huang Philip Brooks Andrea Lodi A. Raghunathan MU 75 50 0 21 Nov 2019
The Use of Binary Choice Forests to Model and Estimate Discrete Choices Ningyuan Chen G. Gallego Zhuodong Tang 31 17 0 03 Aug 2019
ReLU Networks as Surrogate Models in Mixed-Integer Linear Programs B. Grimstad H. Andersson 64 143 0 06 Jul 2019
Decision Forest: A Nonparametric Approach to Modeling Irrational Choice Yi-Chun Chen V. Mišić 131 38 0 25 Apr 2019
Optimization Problems for Machine Learning: A Survey Claudio Gambella Bissan Ghaddar Joe Naoum-Sawaya AI4CE 142 181 0 16 Jan 2019
Strong mixed-integer programming formulations for trained neural networks Ross Anderson Joey Huchette Christian Tjandraatmadja J. Vielma 187 259 0 20 Nov 2018
BooST: Boosting Smooth Trees for Partial Effect Estimation in Nonlinear Regressions Yuri R. Fonseca M. C. Medeiros Gabriel F. R. Vasconcelos Álvaro Veiga 41 9 0 10 Aug 2018
Optimization over Continuous and Multi-dimensional Decisions with Observational Data Dimitris Bertsimas Christopher McCord 128 27 0 11 Jul 2018
Mixed-Integer Convex Nonlinear Optimization with Gradient-Boosted Trees Embedded Miten Mistry Dimitrios Letsios G. Krennrich Robert M. Lee Ruth Misener OffRL 93 53 0 02 Mar 2018