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IEEE Transactions on Information Theory
Article . 1999 . Peer-reviewed
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https://doi.org/10.1109/isit.1...
Article . 2002 . Peer-reviewed
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Low-complexity sequential lossless coding for piecewise-stationary memoryless sources

Authors: Gil I. Shamir; Neri Merhav;

Low-complexity sequential lossless coding for piecewise-stationary memoryless sources

Abstract

Summary: Three strongly sequential, lossless compression schemes, one with linearly growing per-letter computational complexity, and two with fixed per-letter complexity, are presented and analyzed for memoryless sources with abruptly changing statistics. The first method, which improves on Willems' weighting approach, asymptotically achieves a lower bound on the redundancy, and hence is optimal. The second scheme achieves redundancy of \(O(\log N/N)\) when the transitions in the statistics are large, and \(O(\log \log N/\log N)\) otherwise. The third approach always achieves redundancy of \(O(\sqrt{\log N/N})\). Obviously, the two fixed complexity approaches can be easily combined to achieve the better redundancy between the two. Simulation results support the analytical bounds derived for all the coding schemes.

Keywords

sequential lossless compression schemes, piecewise-stationary memoryless source, universal coding, ideal code length, Source coding, change detection, source block code, minimum description length

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
48
Top 10%
Top 10%
Top 10%
bronze