Optimization of Tree Ensembles

30 May 2017

Papers citing "Optimization of Tree Ensembles"

20 / 20 papers shown

Title
D-CODE: Data Colony Optimization for Dynamic Network Efficiency Tannu Pandey Ayush Thakur 28 0 0 08 May 2024
Learning Optimal Classification Trees Robust to Distribution Shifts Nathan Justin S. Aghaei Andrés Gómez P. Vayanos OOD 40 0 0 26 Oct 2023
Tight Mixed-Integer Optimization Formulations for Prescriptive Trees Max Biggs Georgia Perakis 6 1 0 28 Feb 2023
Counterfactual Explanations Using Optimization With Constraint Learning Donato Maragno Tabea E. Rober Ilker Birbil CML 58 10 0 22 Sep 2022
Tree ensemble kernels for Bayesian optimization with known constraints over mixed-feature spaces Alexander Thebelt Calvin Tsay Robert M. Lee Nathan Sudermann-Merx David Walz B. Shafei Ruth Misener UQCV BDL 43 10 0 02 Jul 2022
Convex Surrogate Loss Functions for Contextual Pricing with Transaction Data Max Biggs OffRL 13 1 0 16 Feb 2022
OMLT: Optimization & Machine Learning Toolkit Francesco Ceccon Jordan Jalving Joshua Haddad Alexander Thebelt Calvin Tsay C. Laird Ruth Misener 34 70 0 04 Feb 2022
Maximizing information from chemical engineering data sets: Applications to machine learning Alexander Thebelt Johannes Wiebe Jan Kronqvist Calvin Tsay Ruth Misener AI4CE 45 68 0 25 Jan 2022
Mixed-Integer Optimization with Constraint Learning Donato Maragno H. Wiberg Dimitris Bertsimas Ş. Birbil D. Hertog Adejuyigbe O. Fajemisin 59 50 0 04 Nov 2021
Optimization with Constraint Learning: A Framework and Survey Adejuyigbe O. Fajemisin Donato Maragno D. Hertog 58 47 0 05 Oct 2021
Rule Generation for Classification: Scalability, Interpretability, and Fairness Tabea E. Rober Adia C. Lumadjeng M. Akyuz cS. .Ilker Birbil 33 2 0 21 Apr 2021
Stochastic Optimization Forests Nathan Kallus Xiaojie Mao 32 48 0 17 Aug 2020
ENTMOOT: A Framework for Optimization over Ensemble Tree Models Alexander Thebelt Jan Kronqvist Miten Mistry Robert M. Lee Nathan Sudermann-Merx Ruth Misener 29 54 0 10 Mar 2020
Learning Optimal Classification Trees: Strong Max-Flow Formulations S. Aghaei A. Gómez P. Vayanos AI4CE 17 26 0 21 Feb 2020
Decision Forest: A Nonparametric Approach to Modeling Irrational Choice Yi-Chun Chen V. Mišić 14 38 0 25 Apr 2019
Optimization Problems for Machine Learning: A Survey Claudio Gambella Bissan Ghaddar Joe Naoum-Sawaya AI4CE 30 178 0 16 Jan 2019
Strong mixed-integer programming formulations for trained neural networks Ross Anderson Joey Huchette Christian Tjandraatmadja J. Vielma 19 251 0 20 Nov 2018
Optimization over Continuous and Multi-dimensional Decisions with Observational Data Dimitris Bertsimas Christopher McCord 29 27 0 11 Jul 2018
A Random Forest Guided Tour Gérard Biau Erwan Scornet AI4TS 158 2,729 0 18 Nov 2015
ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R Marvin N. Wright A. Ziegler 93 2,732 0 18 Aug 2015