Uniform-in-bandwidth consistency for kernel-type estimators of Shannon's   entropy
  We establish uniform-in-bandwidth consistency for kernel-type estimators of the differential entropy. We consider two kernel-type estimators of Shannon's entropy. As a consequence, an asymptotic 100% confidence interval of entropy is provided. 
Salim Bouzebda (LSTA), Issam Elhattab (LSTA)