Title :
Implementation of association rule mining using CUDA
Author :
Adil, Syed Hasan ; Qamar, Sadaf
Author_Institution :
Comput. Sci. Dept., IQRA Univ., Karachi, Pakistan
Abstract :
The purpose of this paper is to implement association rule mining algorithm using Nvidia CUDA framework for general purpose computing on GPU. The major objective is to perform performance comparison of association rule mining algorithm using C based implementation on Intel Quad Core/Core2 Duo CPU with CUDA based implementation on Nvidia G80 and GTX 200 series GPU. The final outcome of this research is the bitmap based association rule mining algorithm and its performance statistics on CPU and GPU.
Keywords :
C language; computer graphics; coprocessors; data mining; parallel architectures; C based implementation; Intel Quad Core Duo CPU; Nvidia CUDA framework; association rule mining; compute unified device architecture; general purpose computing; graphics processing unit; Association rules; Central Processing Unit; Clustering algorithms; Computer architecture; Computer science; Concurrent computing; Costs; Data mining; Itemsets; Parallel processing; CPU; CUDA; Data Mining; GPU; Parallel processing; Performance;
Conference_Titel :
Emerging Technologies, 2009. ICET 2009. International Conference on
Conference_Location :
Islamabad
Print_ISBN :
978-1-4244-5630-7
Electronic_ISBN :
978-1-4244-5631-4
DOI :
10.1109/ICET.2009.5353149
