Title :
Rate distortion function with causal decoding
Author :
Charalambous, Charalambos D. ; Kourtellaris, Christos K. ; Stavrou, Photios A.
Author_Institution :
Dept. of Electr. Eng., Univ. of Cyprus, Nicosia, Cyprus
Abstract :
This paper considers source coding of general sources with memory, when causal feedback is available at the decoder. The rate distortion function is defined as the infimum of the so-called directed information over causal data compression channels which satisfy a distortion fidelity constraint. The expression of the optimal causal data compression is derived. Further a tight lower bound on the rate distortion bound is derived. These are variants of the classical non-causal rate distortion function, and associate Shannon lower bound. Generalization of the results to controlled sources is also discussed.
Keywords :
decoding; distortion; source coding; Shannon lower bound; causal decoding; causal feedback; data compression channels; noncausal rate distortion function; source coding; Aerospace electronics; Artificial neural networks; Data compression; Distortion measurement; Kernel; Mutual information; Rate-distortion;
Conference_Titel :
Decision and Control (CDC), 2010 49th IEEE Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4244-7745-6
DOI :
10.1109/CDC.2010.5717369