Title :
Estimation of Rényi entropy of order α based on the nearest neighbor distance
Author_Institution :
Dept. of Inf. & Commun. Eng., Chosun Univ., Gwangju, South Korea
Abstract :
In this paper, we propose a novel estimation method of the Rényi entropy of order α(≥ 2) with the minimum implementation cost. Especially, for the case of α = 2, it turns out that Rényi entropy can be simply estimated by checking the number of reoccurring the same symbol subsequently (the collision event). This makes the implementation of estimation method very simple and thus it is suitable for the applications with stringent resource restrictions.
Keywords :
entropy; estimation theory; random number generation; Rényi entropy; nearest neighbor distance; novel estimation method; random number generator; stringent resource restrictions; Australia; Cryptography; Entropy; Estimation; Generators; Indexes; Random sequences;
Conference_Titel :
Information Theory and its Applications (ISITA), 2014 International Symposium on
Conference_Location :
Melbourne, VIC