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Parallel longest increasing subsequences in scalable time and memory
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Krusche, Peter and Tiskin, Alexander (2010) Parallel longest increasing subsequences in scalable time and memory. In: 8th International Conference on Parallel Processing and Applied Mathematics, Wroclaw, Poland, September 13-16, 2009. Published in: Lecture Notes in Computer Science, Vol.6067 pp. 176-185.
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Official URL: http://dx.doi.org/10.1007/978-3-642-14390-8_19
Abstract
The longest increasing subsequence (LIS) problem is a classical problem in theoretical computer science and mathematics. Most existing parallel algorithms for this problem have very restrictive slackness conditions which prevent scalability to large numbers of processors. Other algorithms are scalable, but not work-optimal w.r.t. the fastest sequential algorithm for the LIS problem, which runs in time O(n log n) for in numbers in the comparison-based model. In this paper, we propose a new parallel algorithm for the US problem. Our algorithm solves the more general problem of semi-local comparison of permutation strings of length it in time O(n(1.5)/p) on p processors, has scalable communication cost of O(n/ root p) and is synchronisation-efficient. Furthermore, we achieve scalable memory cost, requiring O(n/ root p) of storage on each processor. When applied to LIS computation, this algorithm is superior to previous approaches since computation, communication, and memory costs are all scalable.
| Item Type: | Conference Item (Paper) |
|---|---|
| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software |
| Divisions: | Faculty of Science > Computer Science Faculty of Science > Centre for Systems Biology |
| Series Name: | Lecture Notes in Computer Science |
| Journal or Publication Title: | Lecture Notes in Computer Science |
| Publisher: | Springer |
| ISBN: | 978-3-642-14389-2 |
| ISSN: | 0302-9743 |
| Editor: | Wyrzykowski, R and Dongarra, J and Karczewski, K and Wasniewski, J |
| Date: | 2010 |
| Volume: | Vol.6067 |
| Number of Pages: | 10 |
| Page Range: | pp. 176-185 |
| Identification Number: | 10.1007/978-3-642-14390-8_19 |
| Status: | Peer Reviewed |
| Publication Status: | Published |
| Access rights to Published version: | Restricted or Subscription Access |
| Conference Paper Type: | Paper |
| Title of Event: | 8th International Conference on Parallel Processing and Applied Mathematics |
| Type of Event: | Conference |
| Location of Event: | Wroclaw, Poland |
| Date(s) of Event: | September 13-16, 2009 |
| URI: | http://wrap.warwick.ac.uk/id/eprint/5310 |
Data sourced from Thomson Reuters' Web of Knowledge
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