{"id":19307375,"url":"https://github.com/artefactory/smote_strategies_study","last_synced_at":"2025-04-22T12:36:29.816Z","repository":{"id":238819767,"uuid":"762324571","full_name":"artefactory/smote_strategies_study","owner":"artefactory","description":"Do we need rebalancing strategies? 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A theoretical and empirical study around SMOTE and its variants.\n\nRepository for [Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants](https://arxiv.org/pdf/2402.03819.pdf) paper.\n\nIn praticular, you will find code to reproduce the paper experiments. **If you want to use our proposed mthods, please use the following updated repository** : https://github.com/artefactory/mgs-grf\n## ⭐ Table of Contents\n  - [Getting Started](#getting-started)\n  - [Data sets](#data-sets)\n  - [Acknowledgements](#acknowledgements)\n\n## ⭐ Getting Started\n\nIf you want to reproduce our paper experiments:\n  - the notebooks [here](notebooks/classif_experiments.ipynb) and [here](notebooks/distances_experiments.ipynb) reproduce the experiments\n  - thise [code](./validation) contains implementation the protocols used for the numerical experiments of our article. \n\nIn order to use our MGS strategy:\n  - this [notebook](notebooks/resampling_example.ipynb) illustrates how to use it\n  - the strategy is implemented [here](./oversampling_strategies/)\n\n## ⭐ Data sets\n\nThe data sets of used for our article should be dowloaded  inside the *data/externals* folder. The data sets are available at the followings adresses :\n\n* [Pima](https://www.kaggle.com/datasets/uciml/pima-indians-diabetes-database)\n* Phoneme : https://github.com/jbrownlee/Datasets/blob/master/phoneme.csv \n* Abalone : https://archive.ics.uci.edu/dataset/1/abalone\n* Wine : https://archive.ics.uci.edu/dataset/186/wine+quality\n* Haberman : https://archive.ics.uci.edu/dataset/43/haberman+s+survival\n* Yeast : https://archive.ics.uci.edu/dataset/110/yeast\n* Vehicle : https://archive.ics.uci.edu/dataset/149/statlog+vehicle+silhouettes\n* Ionosphere : https://archive.ics.uci.edu/dataset/52/ionosphere\n* Breast cancer Wisconsin : https://archive.ics.uci.edu/dataset/15/breast+cancer+wisconsin+original\n* CreditCard : https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud\n* MagicTel : https://www.openml.org/d/44125\n* California : https://www.openml.org/d/44090\n* House_16H : https://openml.org/d/821 \n\n\n## ⭐ Acknowledgements\n\nThis work was done through a partenership between **Artefact Research Center** and the **Laboratoire de Probabilités Statistiques et Modélisation** (LPSM) of Sorbonne University.\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://www.artefact.com/data-consulting-transformation/artefact-research-center/\"\u003e\n    \u003cimg src=\"https://raw.githubusercontent.com/artefactory/choice-learn/main/docs/illustrations/logos/logo_arc.png\" height=\"80\" /\u003e\n  \u003c/a\u003e\n  \u0026emsp;\n  \u0026emsp;\n  \u003ca href=\"https://www.lpsm.paris/\"\u003e\n    \u003cimg src=\"data/logos//logo_LPSM.jpg\" height=\"95\" /\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\nIf you find the code usefull, please consider citing us :\n```bib\n@article{sakho2024we,\n  title={Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants},\n  author={Sakho, Abdoulaye and Malherbe, Emmanuel and Scornet, Erwan},\n  journal={arXiv preprint arXiv:2402.03819},\n  year={2024}\n}\n```","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fartefactory%2Fsmote_strategies_study","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fartefactory%2Fsmote_strategies_study","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fartefactory%2Fsmote_strategies_study/lists"}