LucasBoTang / Optimal_Classification_Trees
Three MIP models for optimal classification tree: OCT, binOCT, flowOCT
☆56Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for Optimal_Classification_Trees
- ☆12Updated 3 years ago
- Framework for solving discrete optimization problems using a combination of Mixed-Integer Linear Programming (MIP) and Machine Learning (…☆149Updated 3 months ago
- Extract and visualize information from Gurobi log files☆102Updated last week
- Code for the paper "Smart 'Predict, then Optimize'"☆66Updated 3 months ago
- ☆28Updated 4 years ago
- Time series aggregation module (tsam). Determines typical operation periods or dereases the temporal resolution. Accelerates model or ex…☆150Updated last month
- An end-to-end framework for mixed-integer optimization with data-driven learned constraints.☆117Updated last year
- Python interface to automatically formulate Machine Learning models into Mixed-Integer Programs☆23Updated 2 months ago
- ☆27Updated 2 months ago
- Modeling robust optimization problems in Pyomo☆80Updated 2 years ago
- Robust Stochastic Optimization Made Easy☆291Updated last week
- A package for tree-based statistical estimation and inference using optimal decision trees.☆39Updated 4 months ago
- Work from class 15.095 Machine Learning Under a Modern Optimization Lens at MIT taught by Dimitris Bertsimas and Martin Copenhaver☆35Updated 5 years ago
- Formulate trained predictors in Gurobi models☆215Updated last week
- Neur2SP: Neural Two-Stage Stochastic Programming☆36Updated last year
- Examples of optimization problems in Python with Gurobi☆28Updated 8 years ago
- Presentation: Custom MIP Heuristics☆32Updated 3 years ago
- ☆50Updated 3 years ago
- The MIP Workshop 2023 Computational Competition☆41Updated 9 months ago
- The Machine Learning Optimizer☆100Updated last year
- ☆24Updated 2 weeks ago
- A lightweight and visual AutoML system☆40Updated last year
- Code release for AAAI 2020 paper "Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems"☆36Updated 4 months ago
- Implementation of the (dynamic) stochastic dual dynamic integer programming (SDDiP) algorithm.☆18Updated 8 months ago
- ☆26Updated last year
- Simulated Annealing algorithm to solve Travelling Salesmen Problem in Python☆141Updated 2 years ago
- Optimization models using various solvers☆88Updated 7 years ago
- Replication Code for Paper "Stochastic Optimization Forests".☆19Updated 3 years ago
- Python Implementation of Bertsimas's "Optimal classification trees".☆33Updated 4 years ago
- OCEAN: Optimal Counterfactual Explanations in Tree Ensembles (ICML 2021)☆20Updated 9 months ago