Title :
Sample converses in source coding theory
Author :
Kieffer, John C.
Author_Institution :
Dept. of Electr. Eng., Minnesota Univ., Minneapolis, MN, USA
fDate :
3/1/1991 12:00:00 AM
Abstract :
The rate and distortion performance of a sequence of codes along a sample sequence of symbols generated by a stationary ergodic information source are studied. Two results are obtained: (1) the source sample sequence is encoded by an arbitrary sequence of block codes which operate at a fixed rate level R, and a sample converse is obtained which states that, with probability one, the lower limit of the code sample distortions is lower bounded by D(R), the value of the distortion rate function at R; (2) the source sample sequence is encoded by an arbitrary sequence of variable-rate codes which operate at a fixed distortion level D, and a sample converse is obtained which states that, with probability one, the lower limit of the code sample rates is lower bounded by R(D), the value of the rate distortion function at D. A novel ergodic theorem is used to obtain both sample converses
Keywords :
encoding; block codes; distortion rate function; ergodic theorem; probability; sample converse; source coding theory; source sample sequence; stationary ergodic information source; variable-rate codes; Block codes; Encoding; Extraterrestrial measurements; Information analysis; Performance analysis; Random sequences; Random variables; Rate-distortion; Source coding; Space stations;
Journal_Title :
Information Theory, IEEE Transactions on