NDLI: Fast Longest Common Subsequence with General Integer Scoring Support on GPUs

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Content Provider	ACM Digital Library
Author	Chauhan, Arun Swany, Martin Ozsoy, Adnan
Abstract	Graphic Processing Units (GPUs) have been gaining popularity among high-performance users. Certain classes of algorithms benefit greatly from the massive parallelism of GPUs. One such class of algorithms is longest common subsequence (LCS). Combined with bit parallelism, recent studies have been able to achieve terascale performance for LCS on GPUs. However, the reported results for the one-to-many matching problem lack correlation with weighted scoring algorithms. In this paper, we describe a novel technique to improve the score significance of the length of LCS algorithm for multiple matching. We extend the bit-vector algorithms for LCS to include integer scoring and parallelize them for hybrid CPU-GPU platforms. We benchmark our algorithm against the well-known sequence alignment algorithm on GPUs, CUDASW++, for accuracy and report performance on three different systems.
Starting Page	92
Ending Page	102
Page Count	11
File Format	PDF
ISBN	9781450326575
DOI	10.1145/2560683.2560690
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2014-02-07
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Longest common subsequence Bit parallel Gpu Cuda
Content Type	Text
Resource Type	Article

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Fast Longest Common Subsequence with General Integer Scoring Support on GPUs