Title :
Finite-state rate-distortion for individual sequences
Author :
Modha, Dharmendra S. ; De Farias, Daniela Pucci
Author_Institution :
IBM Almaden Res. Center, San Jose, CA, USA
fDate :
27 June-2 July 2004
Abstract :
We introduce a class of lossy finite-state machines for lossy compression of an individual sequence drawn from a finite alphabet at a fixed distortion, and define a fundamental quantity finite-state rate-distortion that is an asymptotically attainable lower bound on the compression rate of any lossy finite-state machine. For Hamming distortion, we obtain a universal lower bound on the finite-state rate-distortion of any individual sequence.
Keywords :
Hamming codes; data compression; finite state machines; random sequences; rate distortion theory; Hamming distortion; compression rate; finite-state rate-distortion; individual sequence; lossy finite-state machine; universal lower bound; Distortion measurement; Entropy; Mechanical engineering; Random processes; Rate-distortion;
Conference_Titel :
Information Theory, 2004. ISIT 2004. Proceedings. International Symposium on
Print_ISBN :
0-7803-8280-3
DOI :
10.1109/ISIT.2004.1365595