Implementation of association rule mining using CUDA

2009 International Conference on Emerging Technologies, ICET 2009

Volumn , Issue , 2009, Pages 332-336

  Adil, Syed Hasan ^a   Qamar, Sadaf ^b  

^a IQRA UNIVERSITY   (Pakistan)

^b NATIONAL UNIVERSITY OF COMPUTER AND EMERGING SCIENCES   (Pakistan)

Author keywords

CPU; CUDA; Data mining; GPU; Parallel processing; Performance

Indexed keywords

ASSOCIATION RULE MINING; CUDA; GENERAL PURPOSE COMPUTING ON GPU; PARALLEL PROCESSING; PERFORMANCE COMPARISON; PERFORMANCE STATISTICS;

ASSOCIATION RULES; ASSOCIATIVE PROCESSING; COMPUTER GRAPHICS EQUIPMENT; SEMICONDUCTOR QUANTUM DOTS;

DATA MINING;

EID: 76549113822     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICET.2009.5353149     Document Type: Conference Paper

References (13)

1. Intel Multi-Core Technology, http://www.intel.com/multi-core/index.htm.
2. John Nickolls, Ian Buck, Michael Garland and Kevin Skadron, "Scalable parallel programming with CUDA," In International Conference on Computer Graphics and Interactive Techniques, 2008.
3. Pawan Harish and P. J. Narayanan, "Accelerating large graph algorithms on the GPU using CUDA," Lecture Notes in Computer Science, Springer Berlin/Heidelberg, vol. 4873/2007, pp. 197-202, 2007.
4. Ying Liu, Jayaprakash Pisharath, Wei-keng Liao, Gokhan Memik, Alok Choudhary, Pradeep Dubey, "Performance Evaluation and Characterization of Scalable Data Mining Algorithms," In International Conference on Parallel and Distributed Computing and Systems, 2004.
5. Lay-Ki Soon, Sang Ho Lee, "An Empirical Study of Similarity Search in Stock Data," In 2nd International Workshop on Integrating Artificial Intelligence and Data Mining, 2007.
6. XindongWu, Vipin Kumar, J. Ross Quinlan, Joydeep Ghosh, Qiang Yang, Hiroshi Motoda, Geoffrey J. McLachlan, Angus Ng, Bing Liu, Philip S. Yu, Zhi-Hua Zhou, Michael Steinbach, David J. Hand, Dan Steinberg, "Top 10 algorithms in data mining," In IEEE International Conference on Data Mining, 2007.
7. Max Bramer, Principles of Data Mining, Springer-Verlag Limited, London, 2007.
8. John Nickolls, Ian Buck, Michael Garland and Kevin Skadron, "Scalable Parallel Programming.," In ACM SIGGRAPH International Conference on Computer Graphics and Interactive Techniques, 2008.
9. Clifton Phua, Damminda Alahakoon and Vincent Lee, "Minority report in fraud detection: classification of skewed data," In ACM SIGKDD Explorations Newsletter, 2004.
10. Paulraj Ponniah, Pratap P. Reddy, Data Warehousing Fundamentals, John Wiley & Sons, Inc., New York, NY, 2001.
11. Carlos Ordonez, "Comparing association rules and decision trees for disease prediction," In Proceedings of the international workshop on Healthcare information and knowledge management sponsored by ACM, 2006.
12. NVIDIA CUDA Compute Unified Device Architecture Programming Guide, http://developer.download.nvidia.com/compute/cuda/2-21/toolkit/docs/ NVIDIA-CUDA-Programming-Guide-2.2.1.pdf.
13. Wei-Guang Teng and Ming-Chia Chou, "Mining communities of acquainted mobile users on call detail records," In Proceedings of the ACM Symposium on Applied Computing, 2007.