DocumentCode :
1153339
Title :
Space and time optimal parallel sequence alignments
Author :
Rajko, Stjepan ; Aluru, Srinivas
Author_Institution :
Dept. of Comput. Sci., Arizona State Univ., Tempe, AZ, USA
Volume :
15
Issue :
12
fYear :
2004
Firstpage :
1070
Lastpage :
1081
Abstract :
We present the first space and time optimal parallel algorithm for the pairwise sequence alignment problem, a fundamental problem in computational biology. This problem can be solved sequentially in O(mn) time and O(m+n) space, where m and n are the lengths of the sequences to be aligned. The fastest known parallel space-optimal algorithm for pairwise sequence alignment takes optimal O(m+n/p) space, but suboptimal O((m+n)2/p) time, where p is the number of processors. On the other hand, the most space economical time-optimal parallel algorithm takes O(mn/p) time, but O(m+n/p) space. We close this gap by presenting an algorithm that achieves both time and space optimality, i.e. requires only O((m+n)/p) space and O(mn/p) time. We also present an experimental evaluation of the proposed algorithm on an IBM xSeries cluster. Although presented in the context of full sequence alignments, our algorithm is applicable to other alignment problems in computational biology including local alignments and syntenic alignments. It is also a useful addition to the range of techniques available for parallel dynamic programming.
Keywords :
biology computing; computational complexity; dynamic programming; parallel algorithms; parallel programming; IBM xSeries cluster; computational biology; parallel dynamic programming; space economical time-optimal parallel algorithm; time optimal parallel sequence alignment; Biological system modeling; Clustering algorithms; Computational biology; Concurrent computing; Dynamic programming; Heuristic algorithms; Parallel algorithms; Read-write memory; Runtime; Sequences; 65; Computational biology; parallel algorithms; parallel dynamic programming.; sequence alignments; space-efficient;
fLanguage :
English
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1045-9219
Type :
jour
DOI :
10.1109/TPDS.2004.86
Filename :
1353240
Link To Document :
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