wzfhaha / dropout_prediction

This is the code for dropout prediction in our AAAI'19 paper:

Wenzheng Feng, Jie Tang, Tracy Xiao Liu, Shuhuai Zhang, Jian Guan. Understanding Dropouts in MOOCs. In Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI'19).

How to run

# download data from www.moocdata.org
sh dump_data.sh

# extract basic activity features from log file
python feat_extract.py

# integrate different types of features
python preprocess.py

# run CFIN model
python main.py

Note: Features used in this demo are less than what we used in the paper, so the performance will be slightly lower than reported score.

Reference

@inproceedings{feng2019dropout,
title={Understanding Dropouts in MOOCs},
author={Wenzheng Feng and Jie Tang and Tracy Xiao Liu and Shuhuai Zhang and Jian Guan},
booktitle={Proceedings of the 33rd AAAI Conference on Artificial Intelligence},
year={2019}
}