Research map / Learning theory and algorithms / Combinatorial and search optimization
Necessary and Sufficient Conditions for Optimal Decision Trees using Dynamic Programming
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| STreeD instead of TMDP for cost-sensitive classification | cost-sensitive decision trees · 15 datasets, 3 setups (45 scenarios) | out-of-sample cost: 21 out of 45 | Helped |
| STreeD instead of MurTree (nonlinear) for F1-score | optimal decision trees · 25 binary classification datasets, depth 3-4 | runtime | Helped |
| STreeD instead of DL8.5 for accuracy | optimal decision trees · 25 datasets, depth 4-5 | runtime | Helped |
| STreeD instead of MurTree for accuracy | optimal decision trees · 25 datasets, depth 4-5 | runtime: 1.25 faster | Hurt |
| STreeD instead of MIP methods (Jo-PPG-MIP, CAIPWL-opt) for prescriptive policy generation | prescriptive trees · Warfarin and synthetic | runtime | Helped |
| STreeD instead of DPF for demographic parity | fair decision trees · 12 datasets, depth 1-3 | runtime | Hurt |
| STreeD instead of MIP methods for demographic parity | fair decision trees · 12 datasets, depth 1-3 | runtime | Helped |
Closest papers by meaning
- Witty: An Efficient Solver for Computing Minimum-Size Decision Trees (AAAI 2025 · similarity 0.88)
- Piecewise Constant and Linear Regression Trees: An Optimal Dynamic Programming Approach (ICML 2024 · similarity 0.87)
- Near-Optimal Decision Trees in a SPLIT Second (ICML 2025 · similarity 0.86)
- Optimal Decision Tree Pruning Revisited: Algorithms and Complexity (ICML 2025 · similarity 0.86)
- Improving Decision Trees through the Lens of Parameterized Local Search (NeurIPS 2025 · similarity 0.86)
- Scenario-Based Robust Optimization of Tree Structures (AAAI 2025 · similarity 0.85)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.