Title :
Prediction of priors for communication over arbitrarily varying channels
Author :
Lomnitz, Yuval ; Feder, Meir
Author_Institution :
Dept. of EE-Syst., Tel Aviv Univ., Tel Aviv, Israel
fDate :
July 31 2011-Aug. 5 2011
Abstract :
We consider the problem of communicating over an unknown and arbitrarily varying channel, using feedback. This paper focuses on the problem of determining the input behavior, or more specifically, a prior which is used to randomly generate a codebook. We pose the problem of setting the prior as a sequential universal prediction problem using information theoretic abstractions of the communication channel. For the case where the channel is block-wise constant, we show it is possible to asymptotically approach the best rate that can be attained by any system using a fixed prior. For the case where the channel may change on each symbol, we combine a rateless coding scheme with a prior predictor and asymptotically approach the capacity of the average channel universally for every sequence of channels.
Keywords :
codes; information theory; telecommunication channels; arbitrarily varying channels; asymptotically approach; block-wise constant; codebook; communication channel; feedback; information theoretic abstractions; rateless coding scheme; sequential universal prediction problem; Automatic voltage control; Channel estimation; Decoding; Encoding; Mutual information; Receivers; Transmitters;
Conference_Titel :
Information Theory Proceedings (ISIT), 2011 IEEE International Symposium on
Conference_Location :
St. Petersburg
Print_ISBN :
978-1-4577-0596-0
Electronic_ISBN :
2157-8095
DOI :
10.1109/ISIT.2011.6033949