Citation Request

If you want to understand how Metaheuristic is applied to Multi-Layer Perceptron, you need to read the paper link

Please include these citations if you plan to use this library:

@article{van2025metaperceptron,
    title={MetaPerceptron: A Standardized Framework for Metaheuristic-Driven Multi-Layer Perceptron Optimization},
    author={Van Thieu, Nguyen and Mirjalili, Seyedali and Garg, Harish and Hoang, Nguyen Thanh},
    journal={Computer Standards \& Interfaces},
    pages={103977},
    year={2025},
    publisher={Elsevier},
    doi={10.1016/j.csi.2025.103977},
    url={https://doi.org/10.1016/j.csi.2025.103977}
}

@software{nguyen_van_thieu_2023_10251022,
  author       = {Nguyen Van Thieu},
  title        = {MetaPerceptron: A Standardized Framework for Metaheuristic-Trained Multi-Layer Perceptron},
  month        = dec,
  year         = 2023,
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.10251021},
  url          = {https://github.com/thieu1995/MetaPerceptron}
}

@article{van2023mealpy,
  title={MEALPY: An open-source library for latest meta-heuristic algorithms in Python},
  author={Van Thieu, Nguyen and Mirjalili, Seyedali},
  journal={Journal of Systems Architecture},
  year={2023},
  publisher={Elsevier},
  doi={10.1016/j.sysarc.2023.102871}
}

@article{van2023groundwater,
  title={Groundwater level modeling using Augmented Artificial Ecosystem Optimization},
  author={Van Thieu, Nguyen and Barma, Surajit Deb and Van Lam, To and Kisi, Ozgur and Mahesha, Amai},
  journal={Journal of Hydrology},
  volume={617},
  pages={129034},
  year={2023},
  publisher={Elsevier}
}

@article{thieu2019efficient,
  title={Efficient time-series forecasting using neural network and opposition-based coral reefs optimization},
  author={Thieu Nguyen, Tu Nguyen and Nguyen, Binh Minh and Nguyen, Giang},
  journal={International Journal of Computational Intelligence Systems},
  volume={12},
  number={2},
  pages={1144--1161},
  year={2019}
}

If you have an open-ended or a research question, you can contact me via nguyenthieu2102@gmail.com

Important links

• Official source code repo: https://github.com/thieu1995/MetaPerceptron

• Official document: https://metaperceptron.readthedocs.io/

• Download releases: https://pypi.org/project/metaperceptron/

• Issue tracker: https://github.com/thieu1995/MetaPerceptron/issues

• Notable changes log: https://github.com/thieu1995/MetaPerceptron/blob/master/ChangeLog.md

• This project also related to our another projects which are “optimization” and “machine learning”, check it here:

  • https://github.com/thieu1995/mealpy

  • https://github.com/thieu1995/metaheuristics

  • https://github.com/thieu1995/opfunu

  • https://github.com/thieu1995/enoppy

  • https://github.com/thieu1995/permetrics

  • https://github.com/thieu1995/MetaCluster

  • https://github.com/thieu1995/pfevaluator

  • https://github.com/thieu1995/intelelm

  • https://github.com/thieu1995/reflame

  • https://github.com/aiir-team

License

The project is licensed under GNU General Public License (GPL) V3 license.