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Machine learning algorithms for classification of the transport modes using data extracted from origin-destination matrices.

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transport-mode-classification 🚗 🚐 🚶

Machine learning algorithms for classification of the transport modes using data extracted from cellular networks data.

Instalation

It is always recommended to use virtual environments and install packages from requirements.txt.
But, you can go ahead with python -m pip install numpy pandas matplotlib sklearn robustats seaborn if you want.

Data availability

Data is not provided publicaly by default, but you can contact me with a request for data usage.

Usage

Run python main.py from src folder.

How to cite

Text:
L. Tišljarić, D. Cvetek, V. Vareškić and M. Gregurić, "Classification of Travel Modes from Cellular Network Data Using Machine Learning Algorithms," 2021 International Symposium ELMAR, 2021, pp. 173-177, doi: 10.1109/ELMAR52657.2021.9550817.

.bib:
@INPROCEEDINGS{9550817, author={Tišljarić, Leo and Cvetek, Dominik and Vareškić, Valentin and Gregurić, Martin}, booktitle={2021 International Symposium ELMAR}, title={Classification of Travel Modes from Cellular Network Data Using Machine Learning Algorithms}, year={2021}, volume={}, number={}, pages={173-177}, doi={10.1109/ELMAR52657.2021.9550817}}

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Leo Tisljaric

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Machine learning algorithms for classification of the transport modes using data extracted from origin-destination matrices.

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