Title :
Functional Dependency Mining: Harnessing Multicore Systems
Author :
Gasmi, Ghada ; Beji, Amira ; Slimani, Yahya ; Lakhal, Lotfi
Abstract :
We are at the beginning of the multicore era. When combined with Hyper-Threading Technology, multicore can provide powerful optimization opportunities, increasing system throughput substantially. Inspired by this modern technology, we propose a multi-threaded algorithm, called MT FASTFDS, for mining functional dependencies which harnesses multicore system. Through a detailed experimental study, we show that our parallel algorithm scales very well with the number of cores available.
Keywords :
Data mining; Data structures; Databases; Instruction sets; Multicore processing; Parallel processing; data mining; emergent architectures; functional dependencies; multicore systems; parallel programming;
Conference_Titel :
Computer and Information Science (ICIS), 2011 IEEE/ACIS 10th International Conference on
Conference_Location :
Sanya, China
Print_ISBN :
978-1-4577-0141-2
DOI :
10.1109/ICIS.2011.29