Source code and full polish text of my master's thesis at Wrocław University of Science and Technology. In my thesis I was focusing on COVID-19 parameters estimation through optimisation. I used agent based model instead of pure mathematical formulation. I compared multiple optimisation methods, usage of different data and date ranges and influence of various data transformation methods.
Full thesis can be found in this repository as pdf file here.
Used technologies and libraries:
- Python
- NumPy
- Pandas
- Matplotlib
- Mesa (https://github.com/projectmesa/mesa)
- SciPy
- deap
- pyswarms
- scikit-optimize