MAT-data: Data Preprocessing for Multiple Aspect Trajectory Data Mining
Project description
MAT-data: Data Preprocessing for Multiple Aspect Trajectory Data Mining [MAT-Tools Framework]
[Publication] [citation.bib] [GitHub] [PyPi]
The present application offers a tool, to support the user in the classification task of multiple aspect trajectories, specifically for extracting and visualizing the movelets, the parts of the trajectory that better discriminate a class. It integrates into a unique platform the fragmented approaches available for multiple aspects trajectories and in general for multidimensional sequence classification into a unique web-based and python library system. Offers both movelets visualization and classification methods.
Created on Dec, 2023 Copyright (C) 2023, License GPL Version 3 or superior (see LICENSE file)
Main Modules
- proprocess: Methods for trajectory preprocessing;
- generator: Methods for trajectory datasets generation.
Installation
Install directly from PyPi repository, or, download from github. (python >= 3.7 required)
pip install mat-data
Citing
If you use automatize
please cite the following paper:
Tarlis Tortelli Portela; Jonata Tyska Carvalho; Vania Bogorny. HiPerMovelets: high-performance movelet extraction for trajectory classification, International Journal of Geographical Information Science, 2022. DOI: 10.1080/13658816.2021.2018593.
@article{Portela2022,
author = {Tarlis Tortelli Portela and Jonata Tyska Carvalho and Vania Bogorny},
title = {HiPerMovelets: high-performance movelet extraction for trajectory classification},
journal = {International Journal of Geographical Information Science},
volume = {0},
number = {0},
pages = {1-25},
year = {2022},
publisher = {Taylor & Francis},
doi = {10.1080/13658816.2021.2018593},
URL = {https://doi.org/10.1080/13658816.2021.2018593}
}
Collaborate with us
Any contribution is welcome. This is an active project and if you would like to include your algorithm in movelets
, feel free to fork the project, open an issue and contact us.
Feel free to contribute in any form, such as scientific publications referencing movelets
, teaching material and workshop videos.
Related packages
- mat-data: mat-data is part of MAT-Tools Framework
Change Log
This is a package under construction:
Dec. 2023:
TODO:
- Comments on all public interface funcions and modules
Project details
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