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On the expected codeword length per symbol of optimal prefix codes for extended sources

Published: 12 August 2007 Publication History

Abstract

For a discrete memoryless source X, it is well known that the expected codeword length per symbol Ln(X) of an optimal prefix code for the extended source Xn converges to the source entropy. However, the sequence Ln(X) need not be nonincreasing. As the encoding and decoding complexity increases exponentially with the block length, from a practical perspective it is both important and of interest to know when we can have a decrease in the expected codeword length per symbol by increasing the block length.
In this paper, we obtain some results on the behavior of Ln(X) and provide sufficient conditions for Lkn(X)< Ln(X) in terms of k, n, the probability of the most likely source symbol p1 and/or the minimum codeword length of an optimal code for the original source. By using these sufficient conditions, for any given n ≥ 1 and non-dyadic pn<over>1, we also obtain an integer k* ≥ 2 such that Lk'n(X) < Ln(X) for all k'k*. Our results could be regarded as extensions and generalizations of those by Montgomery and Kumar.

References

[1]
C. E. Shannon, "A mathematical theory of communication," Bell System Technical Journal, vol. 27, pp. 379--423 (Part I), 623--656 (Part II), July, October 1948.
[2]
T. M. Cover and J. A. Thomas, Elements of Information Theory, New York, NY: John Wiley &amp; Sons, 1991.
[3]
B. L. Montgomery and B. V. K. V. Kumar, "On the average codeword length of optimal binary codes for extended sources," IEEE Transactions on Information Theory, vol. 33, pp. 293--296, March 1987.
[4]
P. M. Fenwick, "Huffman code efficiencies for extentions of sources," IEEE Transactions on Communications Theory, vol. 43, pp. 163--165, February/March/April 1995.
[5]
R. M. Capocelli and A. De Santis, "A note on D-ary Huffman codes," IEEE Transactions on Information Theory, vol. 37, pp. 174--179, January 1991.

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  1. On the expected codeword length per symbol of optimal prefix codes for extended sources

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      cover image ACM Conferences
      IWCMC '07: Proceedings of the 2007 international conference on Wireless communications and mobile computing
      August 2007
      716 pages
      ISBN:9781595936950
      DOI:10.1145/1280940
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Published: 12 August 2007

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      Author Tags

      1. Huffman codes
      2. extended sources
      3. minimum codeword length
      4. optimal codes

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