General Strong Polarization

Topic: 
General Strong Polarization
Friday, October 5, 2018 - 3:00pm
Venue: 
Gates 463A
Speaker: 
Madhu Sudan (Harvard)
Abstract / Description: 

A martingale is a sequence of random variables that maintain their future expected value conditioned
on the past. A [0,1]-bounded martingale is said to polarize if it converges in the limit to either 0
or 1 with probability 1. A martingale is said to polarize strongly, if in t steps it is
sub-exponentially close to its limit with all but exponentially small probability. In 2008, Arikan
built a powerful class of error-correcting codes called Polar codes. The essence of his theory
associates a martingale with every invertible square matrix over a field (and a channel) and showed
that polarization of the martingale leads to a construction of codes that converge to Shannon
capacity. In 2013, Guruswami and Xia, and independently Hassani et al. showed that strong
polarization of the Arikan martingale leads to codes that converge to Shannon capacity at finite
block lengths, specifically at lengths that are inverse polynomial in the gap to capacity, thereby
resolving a major mathematical challenge associated with the attainment of Shannon capacity.

We show that a simple necessary condition for an invertible matrix to polarize over any non-trivial
channel is also sufficient for strong polarization over all symmetric channels over all prime
fields. Previously the only matrix which was known to polarize strongly was the 2×2Hadamard matrix.
In addition to the generality of our result, it also leads to arguably simpler proofs. The essence
of our proof is a local definition'' of polarization which only restricts the evolution of the
martingale in a single step, and a general theorem showing the local polarization suffices for
strong polarization.

In this talk I will introduce polarization and polar codes and, time permitting, present a full
proof of our main theorem. No prior background on polar codes will be assumed.

 

Based on joint work with Jaroslaw Blasiok, Venkatesan Guruswami, Preetum Nakkiran and Atri Rudra.