The aim of this repository is to provide some details of the medical data sets used in paper [1]. This article has been developed by some members of the OASYS group thanks to the funding of the project Flexanalytics. We suggest you visit the related links to know more our research 😉
Please, click at this link.
The following table summarizes the main characteristics of the databases, including the name, the number of individuals, the number of features, and the link where they have been downloaded:
| Database | Number of individuals | Number of features | Source |
|---|---|---|---|
| breast | 569 | 30 | Link |
| colorectal | 62 | 2000 | Link |
| diabetes | 768 | 8 | Link |
| lymphoma | 96 | 4026 | Authors paper [2] |
[1] Jiménez-Cordero, A., Morales, J.M., & Pineda, S. (2021). A novel embedded min-max approach for feature selection in nonlinear Support Vector Machine classification. European Journal of Operational Research, 293(1), 24-35.
[2] Maldonado, S., Weber, R., & Basak, J. (2011). Simultaneous feature selection and classification using kernel-penalized Support Vector Machines. Information Sciences, 181(1), 115-128.
[3] OASYS, Medical data, Github repository (https://github.com/groupoasys/Medical_data), 2020.
If you want to cite paper [1] or this repo [3], please use the following bib entry:
- Article:
@article{jimenez2021novel,
author={A. {Jim\'enez-Cordero}, J. M. {Morales} and S. {Pineda}},
journal={European Journal of Operational Research},
title={A novel embedded min-max approach for feature selection in nonlinear support vector machine classification},
year={2021},
issn={0377-2217}
volume={293},
number={1},
pages={24-35}}
- Repository:
@article{OASYS2020medical,
author = {OASYS},
journal = {GitHub repository},
title = {{Medical Data}},
url = {https://github.com/groupoasys/Medical{\_}data},
year = {2020}
}
Please, do it 😋 Any feedback is welcome 🤗 so feel free to ask or comment anything you want via a Pull Request in this repo. If you need extra help, you can ask Asunción Jiménez-Cordero (asuncionjc@uma.es), Juan Miguel Morales (juan.morales@uma.es) or Salvador Pineda (spinedamorente@gmail.com).
- Asunción Jiménez Cordero - asuncionjc@uma.es
- Juan Miguel Morales - juan.morales@uma.es
- Salvador Pineda - spinedamorente@gmail.com
Copyright 2020 Optimization and Analytics for Sustainable energY Systems (OASYS)
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