The implementation of "TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis" in AAAI 2025.
Paper: Arxiv
Appendix: Appendix
# classification
python -u main.py -da phy12 -rf 96 -lr 1e-3 -ns 0 -e 60 -bs 64 -pa 8 -l 2 -s 42 -ns 1
# forecasting
python -u main.py -da mimiciii -rf 96 -lr 1e-3 -ns 0 -e 60 -bs 64 -pa 8 -l 2 -ds forecast -s 42 -fi 0
# imputation
python -u main.py -da phy -rf 96 -lr 1e-3 -ns 0 -e 60 -bs 64 -pa 8 -l 2 -ds impute -s 42 -stp 0.5@inproceedings{liu2025timecheat,
title={TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis},
author={Liu, Jiexi and Cao, Meng and Chen, Songcan},
booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
volume={39},
number={18},
pages={18861--18869},
year={2025}
}