ST-SiameseNet

About

Source code of the paper: ST-SiameseNet: Spatio-Temporal Siamese Networks for Human Mobility Signature Identification

Requirements

• Python==3.6
• tensorflow==2.0.0
• keras==2.0.0

Usage

Installation

Clone this repo:

git clone https://github.com/huiminren/ST-SiameseNet.git
cd ST-SiameseNet

Install Packages

For pip users, please type the command pip install -r requirements.txt.

Dataset

We provide 500 drivers as sample data.

Running

python main.py

Citation

If you find this repo useful and would like to cite it, citing our paper as the following will be really appropriate:

@inproceedings{ren2020st,
  title={ST-SiameseNet: Spatio-Temporal Siamese Networks for Human Mobility Signature Identification},
  author={Ren, Huimin and Pan, Menghai and Li, Yanhua and Zhou, Xun and Luo, Jun},
  booktitle={Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery \& Data Mining},
  pages={1306--1315},
  year={2020}
}