vidalt / OCEANLinks
OCEAN: Optimal Counterfactual Explanations in Tree Ensembles (ICML 2021)
☆20Updated last year
Alternatives and similar repositories for OCEAN
Users that are interested in OCEAN are comparing it to the libraries listed below
Sorting:
- A package for tree-based statistical estimation and inference using optimal decision trees.☆40Updated 11 months ago
- ☆33Updated 4 years ago
- Code for "Explainable Data-Driven Optimization" (ICML 2023)☆14Updated last year
- Born-Again Tree Ensembles: Transforms a random forest into a single, minimal-size, tree with exactly the same prediction function in the …☆65Updated last year
- Replication Code for Paper "Stochastic Optimization Forests".☆20Updated 3 years ago
- Generative Forests in Python☆35Updated last year
- This repository is the the implementation of the JAIR paper: https://doi.org/10.1613/jair.1.15320. This repository provides the codebase …☆46Updated 3 months ago
- Code the AAAI 2019 paper "Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization"☆33Updated 4 years ago
- MIE424 Group Project: smart_predict_optimize☆14Updated 4 years ago
- Generalized Optimal Sparse Decision Trees☆64Updated last year
- ☆24Updated last year
- Python Implementation of Bertsimas's "Optimal classification trees".☆33Updated 4 years ago
- Empirical Model Learning Library☆19Updated 2 years ago
- Optimal Sparse Decision Trees☆104Updated 2 years ago
- Binary Programming Formulation for Learning Classification Trees Using Cplex☆12Updated 6 years ago
- Repo for ICML'23 paper SurCo Learning Linear Surrogates For Combinatorial Nonlinear Optimization Problems☆18Updated last year
- Data-Driven operations management - https://d3group.github.io/ddop☆16Updated last year
- Code release for AAAI 2020 paper "Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems"☆38Updated last year
- The source code for the paper: 'ORL: Reinforcement Learning Benchmarks for Online Stochastic Optimization Problems'☆85Updated 4 years ago
- Model Agnostic Counterfactual Explanations☆87Updated 2 years ago
- An algorithm for learning optimal decision trees, with Python interface☆64Updated 2 years ago
- A community repository for benchmarking Bayesian methods☆11Updated 2 years ago
- Package for building Market Segmentation Trees, Choice Model Trees, and Isotonic Regression Trees☆17Updated 2 years ago
- Work from class 15.095 Machine Learning Under a Modern Optimization Lens at MIT taught by Dimitris Bertsimas and Martin Copenhaver☆41Updated 6 years ago
- A parallel branch-and-bound engine for Python. (https://pybnb.readthedocs.io/)☆68Updated 3 years ago
- DRAFT : Dataset Reconstruction Attack From Trained ensembles. Source code associated with the paper "Trained Random Forests Completely Re…☆19Updated 2 weeks ago
- An end-to-end framework for mixed-integer optimization with data-driven learned constraints.☆128Updated last year
- Discrete Optimization is a python library to ease the definition and re-use of discrete optimization problems and solvers.☆60Updated last week
- An AUGMECON based multi-objective optimization solver for Pyomo.☆28Updated 2 months ago
- Code and data for decision making under strategic behavior, NeurIPS 2020 & Management Science 2024.☆29Updated last year