TY - JOUR
T1 - Reed-Muller Codes
T2 - Theory and Algorithms
AU - Abbe, Emmanuel
AU - Shpilka, Amir
AU - Ye, Min
N1 - Publisher Copyright:
© 1963-2012 IEEE.
PY - 2021/6
Y1 - 2021/6
N2 - Reed-Muller (RM) codes are among the oldest, simplest and perhaps most ubiquitous family of codes. They are used in many areas of coding theory in both electrical engineering and computer science. Yet, many of their important properties are still under investigation. This paper covers some of the recent developments regarding the weight enumerator and the capacity-achieving properties of RM codes, as well as some of the algorithmic developments. In particular, the paper discusses the recent connections established between RM codes, thresholds of Boolean functions, polarization theory, hypercontractivity, and the techniques of approximating low weight codewords using lower degree polynomials (when codewords are viewed as evaluation vectors of degree r polynomials in m variables). It then overviews some of the algorithms for decoding RM codes. It covers both algorithms with provable performance guarantees for every block length, as well as algorithms with state-of-the-art performances in practical regimes, which do not perform as well for large block length. Finally, the paper concludes with a few open problems.
AB - Reed-Muller (RM) codes are among the oldest, simplest and perhaps most ubiquitous family of codes. They are used in many areas of coding theory in both electrical engineering and computer science. Yet, many of their important properties are still under investigation. This paper covers some of the recent developments regarding the weight enumerator and the capacity-achieving properties of RM codes, as well as some of the algorithmic developments. In particular, the paper discusses the recent connections established between RM codes, thresholds of Boolean functions, polarization theory, hypercontractivity, and the techniques of approximating low weight codewords using lower degree polynomials (when codewords are viewed as evaluation vectors of degree r polynomials in m variables). It then overviews some of the algorithms for decoding RM codes. It covers both algorithms with provable performance guarantees for every block length, as well as algorithms with state-of-the-art performances in practical regimes, which do not perform as well for large block length. Finally, the paper concludes with a few open problems.
KW - Reed-Muller codes
KW - Shannon capacity
KW - decoding algorithms
KW - polarization
KW - weight enumerator
UR - http://www.scopus.com/inward/record.url?scp=85106574532&partnerID=8YFLogxK
U2 - 10.1109/TIT.2020.3004749
DO - 10.1109/TIT.2020.3004749
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AN - SCOPUS:85106574532
SN - 0018-9448
VL - 67
SP - 3251
EP - 3277
JO - IEEE Transactions on Information Theory
JF - IEEE Transactions on Information Theory
IS - 6
M1 - 9123985
ER -