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Multi-Factorial Evolutionary Algorithm With Online Transfer Parameter Estimation (MFEA-II) in Python

This repository implement MFEA-II MFEA-II Official Matlab Version. Tested on MTSOO benchmark. This repo could be used as a template or starter code for conducting multitasking optimization on other specific problems.

Prerequisites

This is a pure Numpy/Scipy implementation. Install necessary library using

pip3 install -r requirements.txt

Example

Run a sample test with

python3 run.py

Authors

  • Le Tien Thanh - MSOLab - Hanoi University of Science and Technology - thanhbok26b

License

This project is licensed under the MIT License - see the LICENSE.txt file for details

Acknowledgments

  • Please refer to the original paper: Bali, Kavitesh Kumar, et al. "Multifactorial Evolutionary Algorithm with Online Transfer Parameter Estimation: MFEA-II." IEEE Transactions on Evolutionary Computation (2019).

  • The MTSOO benchmark: Da, Bingshui, et al. "Evolutionary multitasking for single-objective continuous optimization: Benchmark problems, performance metric, and baseline results." arXiv preprint arXiv:1706.03470 (2017).