Preprint
Aug 2026
On the Estimation of Chernoff Information
This work proves the $L_2$-consistency of the derivative estimator under mild regularity conditions on the densities and their domain and reformulates this optimization via a derivative condition, whose zero locates the optimal mixture parameter, and estimates the derivative directly using a-nearest-neighbor method.
Kadircan Aksoy, Peter Jung
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