Title :
Analysis of the Second Moment of the LT Decoder
Author :
Maatouk, Ghid ; Shokrollahi, Amin
Author_Institution :
Sch. of Comput. & Commun. Sci., Ecole Polytech. Federate de Lausanne, Lausanne, Switzerland
fDate :
5/1/2012 12:00:00 AM
Abstract :
In this paper, the second moment of the ripple size during the Luby transform (LT) decoding process is analyzed. Combined with a result by Karp et al. (2004) stating that the expectation of the ripple size is of the order of k , our study gives bounds on the error probability of the LT decoder. Furthermore, an analytic expression for the variance of the ripple size up to terms of constant order is given, and the expression of Karp et al. for the expectation of the ripple size is refined up to terms of the order of 1/k. This provides a first step toward an analytic finite-length analysis of LT decoding.
Keywords :
decoding; error statistics; transform coding; LT decoder; Luby transform decoding; analytic finite-length analysis; error probability; ripple size; second moment; Approximation methods; Closed-form solutions; Decoding; Difference equations; Differential equations; Error probability; Receivers; Finite-length analysis; Luby transform (LT) decoder; ripple; second moment;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2012.2184690