TY - GEN
T1 - Lower Bounds on Mutual Information for Linear Codes Transmitted over Binary Input Channels, and for Information Combining
AU - Erez, Uri
AU - Ordentlich, Or
AU - Shamai, Shlomo
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - It has been known for a long time that the mutual information between the input sequence and output sequence of a binary symmetric channel (BSC) is upper bounded by the mutual information between the same input sequence and the output sequence of a binary erasure channel (BEC) with the same capacity. Recently, Samorodnitsky discovered that one may also lower bound the BSC mutual information in terms of the mutual information between the same input sequence and a more capable BEC. In this paper, we strengthen Samorodnitsky's bound for the special case where the input to the channel is distributed uniformly over a linear code. Furthermore, for a general (not necessarily binary) input distribution PX and channel WY|X, we derive a new lower bound on the mutual information I(X;Yn) for n transmissions of X∼PX through the channel WY|X.
AB - It has been known for a long time that the mutual information between the input sequence and output sequence of a binary symmetric channel (BSC) is upper bounded by the mutual information between the same input sequence and the output sequence of a binary erasure channel (BEC) with the same capacity. Recently, Samorodnitsky discovered that one may also lower bound the BSC mutual information in terms of the mutual information between the same input sequence and a more capable BEC. In this paper, we strengthen Samorodnitsky's bound for the special case where the input to the channel is distributed uniformly over a linear code. Furthermore, for a general (not necessarily binary) input distribution PX and channel WY|X, we derive a new lower bound on the mutual information I(X;Yn) for n transmissions of X∼PX through the channel WY|X.
UR - https://www.scopus.com/pages/publications/85202853321
U2 - 10.1109/ISIT57864.2024.10619565
DO - 10.1109/ISIT57864.2024.10619565
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AN - SCOPUS:85202853321
T3 - IEEE International Symposium on Information Theory - Proceedings
SP - 3386
EP - 3391
BT - 2024 IEEE International Symposium on Information Theory, ISIT 2024 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2024 IEEE International Symposium on Information Theory, ISIT 2024
Y2 - 7 July 2024 through 12 July 2024
ER -