Scaling archived social media data analysis using a hadoop cloud

IEEE International Conference on Cloud Computing, CLOUD

Volumn , Issue , 2013, Pages 685-692

  Conejero, Javier ^a   Burnap, Peter ^b   Rana, Omer ^b   Morgan, Jeffrey ^c  

^a UNIVERSITY OF CASTILLA LA MANCHA   (Spain)

^b CARDIFF UNIVERSITY   (United Kingdom)

^c CARDIFF UNIVERSITY   (United Kingdom)

Author keywords

COSMOS; Hadoop; OpenNebula Cloud; Twitter data analysis

Indexed keywords

CLOUD INFRASTRUCTURES; COMMUNITY COHESIONS; COMPUTATIONAL INFRASTRUCTURE; COSMOS; HADOOP; SOCIAL MEDIA ANALYSIS; SOCIAL MEDIA DATUM; SYSTEM CONFIGURATIONS;

CLOUD COMPUTING;

SOCIAL NETWORKING (ONLINE);

EID: 84897677492     PISSN: 21596182     EISSN: 21596190     Source Type: Conference Proceeding    
DOI: 10.1109/CLOUD.2013.120     Document Type: Conference Paper

References (28)

1. P. Anderson, "What is Web 2.0? Ideas, technologies and implications for education," in JISC Online Report. Available at www.jisc.ac.uk/media/ documents/techwatch/tsw0701b.pdf, 2007.
2. A. Iosup, N. Yigitbasi, and D. H. J. Epema, "On the performance variability of production cloud services," in Proceedings of CCGRID, 2011, pp. 104-113.
3. L. Gillam, B. Li, and J. O'Loughlin, "Adding cloud performance to service level agreements," in Proceedings of CLOSER, 2012, pp. 621-630.
4. "SentiStrength: The sentiment strength detection in short texts," Web page at http://sentistrength.wlv.ac.uk/, Last access: 16th July, 2012.
5. B. Pang and L. Lee, "Opinion Mining and Sentiment Analysis," in Foundations and Trends in Information Retrieval 2(1-2)-available at: http://www.cs.cornell.edu/home/llee/opinion-miningsentiment-analysis-survey. html, 2008, pp. 1-135.
6. "OpenNebula: The Open Source Solution for Data Center Virtualization," Web page at http://opennebula.org/, Last access: 16th August, 2012.
7. N. Kourtellis, J. Finnis, P. Anderson, J. Blackburn, C. Borcea, and A. Iamnitchi, "Prometheus: user-controlled p2p social data management for socially-aware applications," in Proceedings of the ACM/IFIP/USENIX 11th International Conference on Middleware, ser. Middleware '10. Berlin, Heidelberg: Springer-Verlag, 2010, pp. 212-231. [Online]. Available: http://dl.acm.org/ citation.cfm?id=2023718.2023733
8. J. Ratkiewicz, M. Conover, M. Meiss, B. Gonalves, S. Patil, A. Flammini, and F. Menczer, "Truthy: mapping the spread of astroturf in microblog streams," in Proceedings of the 20th International Conference on World Wide Web, WWW 2011, Hyderabad, India, March 28-April 1, 2011 (Companion Volume).
9. S. Srinivasan, K. Ramamritham, A. Kumar, M. P. Ravindra, E. Bertino, and R. Kumar, Eds. ACM, 2011, pp. 249-252.
10. G. Xiang, B. Fan, L. Wang, J. Hong, and C. Rose, "Detecting Offensive Tweets via Topical Feature Discovery over a Large Scale Twitter Corpus," in Proceedings of CIKM, October 29-November 2. ACM, 2012.
11. J. Lin and A. Kolcz, "Large-scale machine learning at twitter," in Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data, ser. SIGMOD '12. New York, NY, USA: ACM, 2012, pp. 793-804. [Online]. Available: http://doi.acm.org/10.1145/2213836.2213958
12. C. Olston, B. Reed, U. Srivastava, R. Kumar, and A. Tomkins, "Pig latin: a not-so-foreign language for data processing," in Proceedings of the 2008 ACM SIGMOD international conference on Management of data, ser. SIGMOD '08. New York, NY, USA: ACM, 2008, pp. 1099-1110. [Online]. Available: http://doi.acm.org/10.1145/1376616.1376726
13. T. White, Hadoop: The Definitive Guide, M. Loukides, Ed. O'Reilly, June 2009.
14. C. Lam, Hadoop in Action. Manning Publications, December 2010.
15. "BashReduce," Web page at https://github.com/erikfrey/ bashreduce, Last access: 12th October, 2012.
16. "Storm. Distributed and Fault-tolerant Realtime Computation," Web page at http://storm-project.net/, Last access: 12th October, 2012.
17. P. Burnap, O. Rana, and N. Avis, "Making Sense of Self Reported Socially Significant Data Using Computational Methods," International Journal of Social Research Methods (to appear), 2013.
18. A. Bruns and Y. Liang, "Tools and methods for capturing Twitter data during natural disasters," First Monday, April 2, 2012, vol. 17, no. 4.
19. "140Dev PHP Library," Web page at http://140dev.com, Last access: 9th October, 2012.
20. F. Chang, J. Dean, S. Ghemawat, W. C. Hsieh, D. A. Wallach, M. Burrows, T. Chandra, A. Fikes, and R. E. Gruber, "Bigtable: A Distributed Storage System for Structured Data," in Proceedings of the 7th USENIX Symposium on Operating Systems Design and Implementation-Volume 7, ser. OSDI '06. Berkeley, CA, USA: USENIX Association, November 2006, pp. 15-15. [Online]. Available: http://dl.acm.org/citation.cfm?id=1267308.1267323
21. "Alchemy Sentiment Analysis API," Web page at http://www.alchemyapi.com/api/sentiment/, Last access: 11th October, 2012.
22. M. Thelwall, K. Buckley, G. Paltogou, D. Cai, and A. Kappas, "Sentiment strength detection in short informal text," in Journal of the American Society for Information Science and Technology, vol. 61, 2010, pp. 2544-2558.
23. "Apache Hadoop," Web page at http://hadoop.apache.org/, Last access: 17th August, 2012.
24. Cloud-B-Lab, "Setting up a multinode hadoop cluster using ubuntu 11.04 32 bit server virtual machines," march 2012.
25. "Kernel Based Virtual Machine (KVM)," Web page at http://www.linux-kvm.org/, Last access: 15th August, 2012.
26. P. Barham, B. Dragovic, K. Fraser, S. Hand, T. Harris, A. Ho, R. Neugebauer, I. Pratt, and A. Warfield, "Xen and the art of virtualization," SIGOPS Oper. Syst. Rev., vol. 37, no. 5, pp. 164-177, Oct. 2003. [Online]. Available: http://doi.acm.org/10.1145/1165389.945462
27. "VMware Virtualization Software for Desktops, Servers and Virtual Machines for Public and Private Cloud Solutions," Web page at http://www.vmware.com/, Last access: 3rd October, 2012.
28. "CentOS: The Community ENTerprise Operating System," Web page at http://www.centos.org/, Last access: 10th July, 2012.