Title :
Insight into Source/Channel Duality and More based on an Intuitive Covering/Packing Lemma
Author :
Jana, Soumya ; Blahut, Richard
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Univ., Urbana, IL
Abstract :
The issue of source/channel duality is as old as information theory itself. Whereas type covering has been identified as a basis for source coding and sphere packing as the basis for channel coding, very little effort has been directed at tying covering and packing together. In this paper, a covering result has been derived which gives asymptotically optimal packing as well. We propose our covering/packing lemma as a mathematical basis of duality. Our lemma also sheds light on outstanding issues of source coding such as explicit rate-distortion tradeoff and unifying basis for lossless and lossy coding
Keywords :
combined source-channel coding; channel coding; information theory; intuitive covering; lossy coding; packing lemma; rate-distortion tradeoff; source coding; source-channel duality; sphere packing; Channel capacity; Channel coding; Decoding; Distortion measurement; Information theory; Rate-distortion; Source coding;
Conference_Titel :
Information Theory, 2006 IEEE International Symposium on
Conference_Location :
Seattle, WA
Print_ISBN :
1-4244-0505-X
Electronic_ISBN :
1-4244-0504-1
DOI :
10.1109/ISIT.2006.261983