Evaluation of Mutual Information Estimators for Time Series

Angeliki Papana, Dimitris Kugiumtzis

We study some of the most commonly used mutual information estimators, based on histograms of fixed or adaptive bin size, $k$-nearest neighbors and kernels, and focus on optimal se…