164 research outputs found
Multilevel Polarization of Polar Codes Over Arbitrary Discrete Memoryless Channels
It is shown that polar codes achieve the symmetric capacity of discrete
memoryless channels with arbitrary input alphabet sizes. It is shown that in
general, channel polarization happens in several, rather than only two levels
so that the synthesized channels are either useless, perfect or "partially
perfect". Any subset of the channel input alphabet which is closed under
addition, induces a coset partition of the alphabet through its shifts. For any
such partition of the input alphabet, there exists a corresponding partially
perfect channel whose outputs uniquely determine the coset to which the channel
input belongs. By a slight modification of the encoding and decoding rules, it
is shown that perfect transmission of certain information symbols over
partially perfect channels is possible. Our result is general regarding both
the cardinality and the algebraic structure of the channel input alphabet; i.e
we show that for any channel input alphabet size and any Abelian group
structure on the alphabet, polar codes are optimal. It is also shown through an
example that polar codes when considered as group/coset codes, do not achieve
the capacity achievable using coset codes over arbitrary channels
Countably Infinite Multilevel Source Polarization for Non-Stationary Erasure Distributions
Polar transforms are central operations in the study of polar codes. This
paper examines polar transforms for non-stationary memoryless sources on
possibly infinite source alphabets. This is the first attempt of source
polarization analysis over infinite alphabets. The source alphabet is defined
to be a Polish group, and we handle the Ar{\i}kan-style two-by-two polar
transform based on the group. Defining erasure distributions based on the
normal subgroup structure, we give recursive formulas of the polar transform
for our proposed erasure distributions. As a result, the recursive formulas
lead to concrete examples of multilevel source polarization with countably
infinite levels when the group is locally cyclic. We derive this result via
elementary techniques in lattice theory.Comment: 12 pages, 1 figure, a short version has been accepted by the 2019
IEEE International Symposium on Information Theory (ISIT2019
Channel Polarization on q-ary Discrete Memoryless Channels by Arbitrary Kernels
A method of channel polarization, proposed by Arikan, allows us to construct
efficient capacity-achieving channel codes. In the original work, binary input
discrete memoryless channels are considered. A special case of -ary channel
polarization is considered by Sasoglu, Telatar, and Arikan. In this paper, we
consider more general channel polarization on -ary channels. We further show
explicit constructions using Reed-Solomon codes, on which asymptotically fast
channel polarization is induced.Comment: 5 pages, a final version of a manuscript for ISIT201
Asymptotic Distribution of Multilevel Channel Polarization for a Certain Class of Erasure Channels
This study examines multilevel channel polarization for a certain class of
erasure channels that the input alphabet size is an arbitrary composite number.
We derive limiting proportions of partially noiseless channels for such a
class. The results of this study are proved by an argument of convergent
sequences, inspired by Alsan and Telatar's simple proof of polarization, and
without martingale convergence theorems for polarization process.Comment: 31 pages; 1 figure; 1 table; a short version of this paper has been
submitted to the 2018 IEEE International Symposium on Information Theory
(ISIT2018
- …