Title :
Stationary entrophy estimation via string matching
Author :
Kontoyiannis, Ioannis ; Suhov, Yuri M.
Author_Institution :
Stanford Univ., CA, USA
Abstract :
We prove an asymptotic relationship between certain longest match-lengths along a single realization of a stationary process and its entropy rate: Given a process X={Xn;n∈Z} and a realization x from X, we define AiN(x) as the length of the shortest substring, starting at xi, that does not appear as a contiguous substring of (xi-N,xi-N+1 ,…,xi-1). We consider stationary, ergodic processes that have a discrete (finite or infinite) alphabet and also satisfy the Doeblin condition (Kontoyiannis and Suhov, 1994)
Keywords :
Markov processes; entropy; estimation theory; random processes; sequences; Doeblin condition; alphabet; asymptotic relationship; contiguous substring; entropy rate; longest match-lengths; realization; shortest substring; stationary entrophy estimation; string matching; Entropy; Markov processes; Neodymium; Probability; Statistics;
Conference_Titel :
Data Compression Conference, 1996. DCC '96. Proceedings
Conference_Location :
Snowbird, UT
Print_ISBN :
0-8186-7358-3
DOI :
10.1109/DCC.1996.488376