The application of semantic-based classification on big data

2014 5th International Conference on Information and Communication Systems, ICICS 2014

Volumn , Issue , 2014, Pages

  Al Zamil, Mohammed G H ^a   Samarah, Samer ^a  

^a YARMOUK UNIVERSITY   (Jordan)

Author keywords

Big Data Classification; Classification of Large Datasets; Mining Big Data

Indexed keywords

COMMUNICATION SYSTEMS; ONTOLOGY; RESEARCH; SEMANTICS;

ALGORITHMIC METHODS; CLASSIFICATION TASKS; DATA CLASSIFICATION; HETEROGENEOUS SOURCES; LARGE DATASETS; SEMANTIC INTERPRETATION; SEMANTIC RELATIONSHIPS; THREE-LAYER FRAMEWORK;

BIG DATA;

EID: 84904563285     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IACS.2014.6841941     Document Type: Conference Paper

References (22)

1. M. AL Zamil and A. Betin-Can. "ROLEX-SP:Rules of lexical syntactic patterns". Knowledge-based Systems, vol. 24(1), pp. 58-68, 2011.
2. U. Fayyad. "Big Data Analytics: Applications and Opportunities in Online Predictive Modeling". BigMine12 at KDD12. http://big-datamining. org/keynotes/#fayyad, 2012.
3. Jacques Bughin, Michael Chui, and James Manyika. "Clouds, big data, and smart assets: Ten tech-enabled business trends to watch". McKinsey Quarterly 56. 1 (2010): 75-86.
4. D. Laney. 3-D Data Management: Controlling Data Volume, Velocity and Variety. META Group Research Note, February 6, 2001
5. W. Fan and A. Bifet. "Mining Big Data: Current Status, and Forecast to the Future". SIGKDD Explorations, vol. 14, issue 2, pp. 1-5, 2012.
6. Bryant, Randal, Randy H. Katz, and Edward D. Lazowska. "Big-Data Computing: Creating Revolutionary Breakthroughs in Commerce, Science and Society. " (2008): 1-15.
7. He, Yongqiang, et al. "RCFile: A fast and space-efficient data placement structure in MapReduce-based warehouse systems. " Data Engineering (ICDE), 2011 IEEE 27th International Conference on. IEEE, 2011.
8. G. Lopez and W. St. Amand. "Discovering Global Socio Economic Trends Hidden in Big Data". UN Global Pulse: Technical Report, Jul 15, 2013.
9. E. Letouze. "Big Data for Development: Opportunities & Challenges". UN Global Pulse: Technical Report, May 29, 2012.
10. Borthakur, Dhruba, et al. "Apache Hadoop goes realtime at Facebook. " Proceedings of the 2011 ACM SIGMOD International Conference on Management of data. ACM, 2011.
11. P. Zikopoulos, C. Eaton, D. deRoos, T. Deutsch, and G. Lapis. IBM Understanding Big Data: Analyt-ics for Enterprise Class Hadoop and Streaming Data. McGraw-Hill Companies,Incorporated, 2011
12. L. Neumeyer, B. Robbins, A. Nair, and A. Kesari. S4: Distributed Stream Computing Platform. In ICDM Workshops, pages 170-177, 2010
13. Bockermann, Christian, and Hendrik Blom. "Processing data streams with the rapidminer streams-plugin. " Proceedings of the RapidMiner Community Meeting and Conference. 2012.
14. Gantz, John, and David Reinsel. "The digital universe in 2020: Big data, bigger digital shadows, and biggest growth in the far east. " IDC iView: IDC Analyze the Future (2012).
15. Team, RDevelopment Core. R: A language and environment for statistical computing. ISBN 3-900051-07-0. R Foundation for Statistical Computing. Vienna, Austria, 2013. url: http://www. R-project. org, 2005.
16. Bifet, Albert, et al. "Moa: Massive online analysis. " The Journal of Machine Learning Research 99 (2010): 1601-1604.
17. J. Langford. Vowpal Wabbit, http://hunch. net/~vw/, 2011.
18. Kang, U., Duen Horng Chau, and Christos Faloutsos. "Pegasus: Mining billion-scale graphs in the cloud. " Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on. IEEE, 2012.
19. Low, Yucheng, et al. "Graphlab: A new framework for parallel machine learning. " arXiv preprint arXiv:1006. 4990 (2010).
20. Marti A. Hearst, Automatic acquisition of hyponyms from large text corpora, in: Proceedings of the 14th International Conference on Computational Linguistics, 1992
21. J. R. Quinlan, C4. 5: Programs for Machine Learning, Morgan Kaufmann Publishers, 1993.
22. H. Liu and D. Dou. "An Exploration of Understanding Heterogenity through Data Mining. In Proceedings of KDD 2008 workshop on mining multiple information sources, pp. 18-25, 2008.