Jean-Jacques Bellanger

Investigating bias in non-parametric mutual information estimation

In this paper, our aim is to investigate the control of bias accumulation when estimating mutual information from nearest neighbors non-parametric approach with continuously distributed random data. Using a multidimensional Taylor series expansion, a general relationship between the estimation bias…