Estimating Mutual Information between Time Series and Temporal Event Sequences Across Diverse Analysis Tasks

Haoji Hu, Huaqing Mao, Yijun Lin +4

Pairwise dependence measures such as correlation and causality are fundamental to temporal data mining, yet there is still no principled and robust way to quantify dependence betwe…