A Kernel-Type Estimators of Shannon's Entropy

We establish uniform-in-bandwidth consistency for kernel- type estimators of the differential entropy. Precisely, in this work, we consider two kernel-type estimators of Shannon's entropy. As a consequence, an asymptotic 100% confidence interval of entropy is provided.