DocumentCode :
740019
Title :
Low-Complexity Interactive Algorithms for Synchronization From Deletions, Insertions, and Substitutions
Author :
Venkataramanan, Ramji ; Narasimha Swamy, Vasuki ; Ramchandran, Kannan
Author_Institution :
Department of Engineering, University of Cambridge, Cambridge, U.K.
Volume :
61
Issue :
10
fYear :
2015
Firstpage :
5670
Lastpage :
5689
Abstract :
Consider two remote nodes having binary sequences X and Y , respectively. Y is an edited version of {X} , where the editing involves random deletions, insertions, and substitutions, possibly in bursts. The goal is for the node with Y to reconstruct X with minimal exchange of information over a noiseless link. The communication is measured in terms of both the total number of bits exchanged and the number of interactive rounds of communication. This paper focuses on the setting where the number of edits is o({n}/{\\log ~n}) , where n is the length of X . We first consider the case where the edits are a mixture of insertions and deletions (indels), and propose an interactive synchronization algorithm with near-optimal communication rate and average computational complexity of O(n) arithmetic operations. The algorithm uses interaction to efficiently split the source sequence into substrings containing exactly one deletion or insertion. Each of these substrings is then synchronized using an optimal one-way algorithm based on the single-deletion correcting channel codes of Varshamov and Tenengolts. We then build on this synchronization algorithm in three different ways. First, it is modified to work with a single round of interaction. The r- duction in the number of rounds comes at the expense of higher communication, which is quantified. Next, we present an extension to the practically important case where the insertions and deletions may occur in (potentially large) bursts. Finally, we show how to synchronize the sources to within a target Hamming distance. This feature can be used to differentiate between substitution and indel edits. In addition to theoretical performance bounds, we provide several validating simulation results for the proposed algorithms.
Keywords :
Algorithm design and analysis; Approximation algorithms; Computational complexity; Decoding; Protocols; Simulation; Synchronization; Deletion edits; Edit channels; File Synchronization; File synchronization; Insertion edits; Two-way interaction; Varshamov- Tenengolts codes; Varshamov-Tenengolts codes; deletion edits; edit channels; insertion edits; two-way interaction;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2015.2466635
Filename :
7185447
Link To Document :
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