================
Citation Request
================

.. note::
  If you want to understand how Metaheuristic is applied to Extreme Learning Machine, you need to read the paper
  titled "A new workload prediction model using extreme learning machine and enhanced tug of war optimization".
  The paper can be accessed at the following `this link <https://doi.org/10.1016/j.procs.2020.03.063>`_


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

    @article{van2025intelelm,
        title={IntelELM: A python framework for intelligent metaheuristic-based extreme learning machine},
        author={Van Thieu, Nguyen and Houssein, Essam H and Oliva, Diego and Hung, Nguyen Duy},
        journal={Neurocomputing},
        volume={618},
        pages={129062},
        year={2025},
        publisher={Elsevier},
        doi={10.1016/j.neucom.2024.129062}
    }

    @article{nguyen2020new,
        title={A new workload prediction model using extreme learning machine and enhanced tug of war optimization},
        author={Nguyen, Thieu and Hoang, Bao and Nguyen, Giang and Nguyen, Binh Minh},
        journal={Procedia Computer Science},
        volume={170},
        pages={362--369},
        year={2020},
        publisher={Elsevier},
        doi={10.1016/j.procs.2020.03.063}
    }

    @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}
    }


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/intelelm
* Official document: https://intelelm.readthedocs.io/
* Download releases: https://pypi.org/project/intelelm/
* Issue tracker: https://github.com/thieu1995/intelelm/issues
* Notable changes log: https://github.com/thieu1995/intelelm/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/aiir-team


=================
Some Useful Links
=================

1. https://analyticsindiamag.com/a-beginners-guide-to-extreme-learning-machine/
2. https://medium.datadriveninvestor.com/extreme-learning-machine-for-simple-classification-e776ad797a3c
3. https://www.extreme-learning-machines.org/
4. https://web.njit.edu/~usman/courses/cs675_fall20/ELM-NC-2006.pdf
5. https://m-clark.github.io/models-by-example/elm.html
6. https://github.com/ivallesp/simplestELM
7. https://www.javatpoint.com/elm-in-machine-learning


=======
License
=======

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


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