TY - GEN
T1 - Boosting output distributions in finite blocklength channel coding converse bounds
AU - Kosut, Oliver
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2015/6/24
Y1 - 2015/6/24
N2 - Point-to-point channel coding is studied in the finite blocklength regime. Many existing converse bounds involve an optimization over a distribution on the channel output. This paper provides a method for generating good, if not optimal, output distributions. In particular, given any candidate output distribution, a "boosting" procedure is given that constructs a new distribution which improves the converse bound derived from the divergence spectrum. For discrete memoryless channels, it is shown that using the i.i.d. capacity-achieving output distribution as an initial guess in this procedure results in an output distribution that is good enough to derive the third-order coding rate for most channels. The finite blocklengths bounds are then applied to the Z channel.
AB - Point-to-point channel coding is studied in the finite blocklength regime. Many existing converse bounds involve an optimization over a distribution on the channel output. This paper provides a method for generating good, if not optimal, output distributions. In particular, given any candidate output distribution, a "boosting" procedure is given that constructs a new distribution which improves the converse bound derived from the divergence spectrum. For discrete memoryless channels, it is shown that using the i.i.d. capacity-achieving output distribution as an initial guess in this procedure results in an output distribution that is good enough to derive the third-order coding rate for most channels. The finite blocklengths bounds are then applied to the Z channel.
UR - http://www.scopus.com/inward/record.url?scp=84938936811&partnerID=8YFLogxK
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U2 - 10.1109/ITW.2015.7133158
DO - 10.1109/ITW.2015.7133158
M3 - Conference contribution
AN - SCOPUS:84938936811
T3 - 2015 IEEE Information Theory Workshop, ITW 2015
BT - 2015 IEEE Information Theory Workshop, ITW 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2015 IEEE Information Theory Workshop, ITW 2015
Y2 - 26 April 2015 through 1 May 2015
ER -