DocumentCode
928598
Title
Some equivalences between Shannon entropy and Kolmogorov complexity
Author
Leung-Yan-Cheong, Sik K. ; Cover, Thomas M.
Volume
24
Issue
3
fYear
1978
fDate
5/1/1978 12:00:00 AM
Firstpage
331
Lastpage
338
Abstract
It is known that the expected codeword length
of the best uniquely decodable (UD) code satisfies
. Let
be a random variable which can take on n values. Then it is shown that the average codeword length
for the best one-to-one (not necessarily uniquely decodable) code for
is shorter than the average codeword length
for the best uniquely decodable code by no more than
. Let
be a random variable taking on a finite or countable number of values and having entropy
. Then it is proved that
. Some relations are established among the Kolmogorov, Chaitin, and extension complexities. Finally it is shown that, for all computable probability distributions, the universal prefix codes associated with the conditional Chaitin complexity have expected codeword length within a constant of the Shannon entropy.
of the best uniquely decodable (UD) code satisfies
. Let
be a random variable which can take on n values. Then it is shown that the average codeword length
for the best one-to-one (not necessarily uniquely decodable) code for
is shorter than the average codeword length
for the best uniquely decodable code by no more than
. Let
be a random variable taking on a finite or countable number of values and having entropy
. Then it is proved that
. Some relations are established among the Kolmogorov, Chaitin, and extension complexities. Finally it is shown that, for all computable probability distributions, the universal prefix codes associated with the conditional Chaitin complexity have expected codeword length within a constant of the Shannon entropy.Keywords
Coding; Entropy functions; Concatenated codes; Decoding; Distributed computing; Encoding; Entropy; Information theory; Probability distribution; Random variables; Statistics;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/TIT.1978.1055891
Filename
1055891
Link To Document