no code implementations • 2 Jul 2024 • Mingyu Kang, Duxin Chen, Ziyuan Pu, Jianxi Gao, Wenwu Yu
Counterfactual thinking is a critical yet challenging topic for artificial intelligence to learn knowledge from data and ultimately improve their performances for new scenarios.
1 code implementation • 18 Nov 2022 • Mingyu Kang, Duxin Chen, Ning Meng, Gang Yan, Wenwu Yu
HCE algorithm measures the strength of causality by using nearest-neighbors entropy estimator, which works well on nonstationary time series.