DocumentCode
1283032
Title
Feedback in the Non-Asymptotic Regime
Author
Polyanskiy, Yury ; Poor, H. Vincent ; Verdú, Sergio
Author_Institution
Dept. of Electr. Eng., Princeton Univ., Princeton, NJ, USA
Volume
57
Issue
8
fYear
2011
Firstpage
4903
Lastpage
4925
Abstract
Without feedback, the backoff from capacity due to non-asymptotic blocklength can be quite substantial for blocklengths and error probabilities of interest in many practical applications. In this paper, novel achievability bounds are used to demonstrate that in the non-asymptotic regime, the maximal achievable rate improves dramatically thanks to variable-length coding and feedback. For example, for the binary symmetric channel with capacity 1/2 the blocklength required to achieve 90% of the capacity is smaller than 200, compared to at least 3100 for the best fixed-blocklength code (even with noiseless feedback). Virtually all the advantages of noiseless feedback are shown to be achievable, even if the feedback link is used only to send a single signal informing the encoder to terminate the transmission (stop-feedback). It is demonstrated that the non-asymptotic behavior of the fundamental limit depends crucially on the particular model chosen for the “end-of-packet” control signal. Fixed-blocklength codes and related questions concerning communicating with a guaranteed delay are discussed, in which situation feedback is demonstrated to be almost useless even non-asymptotically.
Keywords
block codes; channel capacity; channel coding; error statistics; variable length codes; binary symmetric channel; end-of-packet control signal; error probability; flxed blocklength code; maximal achievable rate; noiseless feedback; nonasymptotic blocklength; nonasymptotic regime feedback; single transmission; variable length coding; Channel capacity; Channel coding; Decoding; Memoryless systems; Monte Carlo methods; Random variables; Achievability bounds; Shannon theory; channel capacity; converse bounds; feedback; memoryless channels; non-asymptotic analysis; stop-feedback;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/TIT.2011.2158476
Filename
5961844
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