TY - JOUR
T1 - From random matrix theory to coding theory
T2 - Volume of a metric ball in unitary group
AU - Wei, Lu
AU - Pitaval, Renaud Alexandre
AU - Corander, Jukka
AU - Tirkkonen, Olav
PY - 2017/5/1
Y1 - 2017/5/1
N2 - Volume estimates of metric balls in manifolds find diverse applications in information and coding theory. In this paper, new results for the volume of a metric ball in unitary group are derived via tools from random matrix theory. The first result is an integral representation of the exact volume, which involves a Toeplitz determinant of Bessel functions. A simple but accurate limiting volume formula is then obtained by invoking Szeg's strong limit theorem for large Toeplitz matrices. The derived asymptotic volume formula enables analytical evaluation of some coding-theoretic bounds of unitary codes. In particular, the Gilbert-Varshamov lower bound and the Hamming upper bound on the cardinality as well as the resulting bounds on code rate and minimum distance are derived. Moreover, bounds on the scaling law of code rate are found. Finally, a closed-form bound on the diversity sum relevant to unitary space-time codes is obtained, which was only computed numerically in the literature.
AB - Volume estimates of metric balls in manifolds find diverse applications in information and coding theory. In this paper, new results for the volume of a metric ball in unitary group are derived via tools from random matrix theory. The first result is an integral representation of the exact volume, which involves a Toeplitz determinant of Bessel functions. A simple but accurate limiting volume formula is then obtained by invoking Szeg's strong limit theorem for large Toeplitz matrices. The derived asymptotic volume formula enables analytical evaluation of some coding-theoretic bounds of unitary codes. In particular, the Gilbert-Varshamov lower bound and the Hamming upper bound on the cardinality as well as the resulting bounds on code rate and minimum distance are derived. Moreover, bounds on the scaling law of code rate are found. Finally, a closed-form bound on the diversity sum relevant to unitary space-time codes is obtained, which was only computed numerically in the literature.
KW - Coding-theoretic bounds
KW - random matrix theory
KW - unitary group
KW - volume of metric balls
UR - http://www.scopus.com/inward/record.url?scp=85018794014&partnerID=8YFLogxK
U2 - 10.1109/TIT.2017.2681900
DO - 10.1109/TIT.2017.2681900
M3 - Article
AN - SCOPUS:85018794014
SN - 0018-9448
VL - 63
SP - 2814
EP - 2821
JO - IEEE Transactions on Information Theory
JF - IEEE Transactions on Information Theory
IS - 5
M1 - 7876735
ER -