TY - GEN
T1 - Universal decoding for asynchronous Slepian-Wolf encoding
AU - Merhav, Neri
N1 - Publisher Copyright: ©2021 IEEE
PY - 2021/4/11
Y1 - 2021/4/11
N2 - We consider the problem of (almost) lossless source coding of two correlated memoryless sources using separate encoders and a joint decoder, that is, Slepian-Wolf (S-W) coding. In our setting, the encoding and decoding are asynchronous, i.e., there is a certain relative delay between the two sources. Neither the source parameters nor the relative delay are known to the encoders and the decoder. Since we assume that both encoders implement standard random binning, which does not require such knowledge anyway, the focus of this work is on the decoder. Our main contribution is in proposing a universal decoder, that independent of the unknown source parameters and the relative delay, and at the same time, is asymptotically as good as the optimal maximum a posteriori probability (MAP) decoder in the sense of the random coding error exponent achieved. Consequently, the achievable rate region is also the same as if the source parameters and the delay were known to the decoder.
AB - We consider the problem of (almost) lossless source coding of two correlated memoryless sources using separate encoders and a joint decoder, that is, Slepian-Wolf (S-W) coding. In our setting, the encoding and decoding are asynchronous, i.e., there is a certain relative delay between the two sources. Neither the source parameters nor the relative delay are known to the encoders and the decoder. Since we assume that both encoders implement standard random binning, which does not require such knowledge anyway, the focus of this work is on the decoder. Our main contribution is in proposing a universal decoder, that independent of the unknown source parameters and the relative delay, and at the same time, is asymptotically as good as the optimal maximum a posteriori probability (MAP) decoder in the sense of the random coding error exponent achieved. Consequently, the achievable rate region is also the same as if the source parameters and the delay were known to the decoder.
UR - http://www.scopus.com/inward/record.url?scp=85113341434&partnerID=8YFLogxK
U2 - 10.1109/tit.2020.3047911
DO - 10.1109/tit.2020.3047911
M3 - منشور من مؤتمر
T3 - 2020 IEEE Information Theory Workshop, ITW 2020
BT - 2020 IEEE Information Theory Workshop, ITW 2020
T2 - 2020 IEEE Information Theory Workshop, ITW 2020
Y2 - 11 April 2021 through 15 April 2021
ER -