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IEEE Transactions on Information Theory
Article
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IEEE Transactions on Information Theory
Article . 1992 . Peer-reviewed
License: IEEE Copyright
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Article . 1992
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https://dx.doi.org/10.1109/18....
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Estimating the number of states of a finite-state source

descriptionPublicationkeyboard_double_arrow_right Article 01 Jan 1992Publisher:Institute of Electrical and Electronics Engineers (IEEE)Journal:IEEE Transactions on Information Theory, volume 38, pages 61-65 (issn: 0018-9448, Copyright policy )
Authors: Ziv, Jacob; Merhav, Neri;

doi: 10.1109/18.108249

Estimating the number of states of a finite-state source

Abstract

Summary: The problem of estimating the number of states of a finite-alphabet, finite-state source is investigated. An estimator is developed that asymptotically attains the minimum probability of underestimating the number of states, among all estimators with a prescribed exponential decay rate of overestimation probability. The proposed estimator relies on the Lempel-Ziv data compression algorithm in an intuitively appealing manner.

Related Organizations
Keywords

Lempel-Ziv data compression algorithm, hidden Markov models, model order estimation, Source coding, finite-state source

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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!
43
Top 10%
Top 10%
Top 10%
bronze