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33 lines (33 loc) · 1.25 KB
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cff-version: 1.2.0
message: "If you use this software, please cite it as below."
type: software
title: "Stable CART: Enhanced Decision Trees with Prediction Stability"
version: "0.1.0"
date-released: 2025-01-01
url: "https://github.com/finite-sample/stable-cart"
repository-code: "https://github.com/finite-sample/stable-cart"
authors:
- family-names: "Sood"
given-names: "Gaurav"
email: "contact@gsood.com"
- family-names: "Bhosle"
given-names: "Arav"
email: "aravbhosle@gmail.com"
abstract: >-
A scikit-learn compatible implementation of Stable CART (Classification and Regression Trees)
with advanced stability metrics and techniques to reduce prediction variance. The package includes
LessGreedyHybridRegressor for advanced regression trees with honest data partitioning and lookahead,
BootstrapVariancePenalizedRegressor for explicitly reducing bootstrap prediction variance, and
RobustPrefixHonestClassifier for binary classification with robust prefix splits and honest leaf estimation.
keywords:
- machine learning
- decision trees
- CART
- stability
- variance reduction
- sklearn
- prediction stability
- bootstrap
- honest learning
license: MIT
license-url: "https://github.com/finite-sample/stable-cart/blob/main/LICENSE"