density-aware-smote 0.1.0

Density Aware SMOTE: A Python package for density-aware synthetic oversampling

Density Aware SMOTE

A Python package implementing Density Aware SMOTE, developed in the Improved-Oversampling-Density-Aware-Smote repository.
This method enhances SMOTE by generating synthetic samples based on local data density, reducing oversampling in sparse regions and preserving valuable patterns in dense areas.

---

Features

• Density-aware oversampling tuned for local distribution
• Flexible sampling strategy: auto, ratio float, or custom class counts
• Custom neighbor selection: random, nearest, farthest
• Seamless integration with scikit-learn pipelines
• Built-in visuals: class distribution, synthetic samples, decision boundaries

---

Installation

pip install density-aware-smote