Big Data: Big promises for information security

8th IEEE International Conference on Application of Information and Communication Technologies, AICT 2014 - Conference Proceedings

Volumn , Issue , 2014, Pages

  Alguliyev, Rasim ^a   Imamverdiyev, Yadigar ^a  

^a INSTITUTE OF PHYSICS   (Azerbaijan)

Author keywords

Analytics; Big Data; Data visualization; Hadoop; Information security

Indexed keywords

DATA MINING; DATA VISUALIZATION; SECURITY OF DATA;

ANALYTICS; BIG DATA APPLICATIONS; DATA ANALYTICS; HADOOP; SECURITY AND PRIVACY; SECURITY DATUM; TRUE POTENTIALS; UNSTRUCTURED DATA;

BIG DATA;

EID: 84988241421     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICAICT.2014.7035946     Document Type: Conference Paper

References (29)

1. A. Baaziz, and L. Quoniam, "How to use Big Data technologies to optimize operations in Upstream Petroleum Industry," International Journal of Innovation, Vol. 1, no. 1, pp. 19-29, 2013.
2. Editorial: "Community cleverness required," Nature, Vol. 455, No. 7209, pp. 1-1, 4 September 2008. http://www.nature.com/news/specials/bigdata/index.html
3. J. Manyika, M. Chui, B. Brown, J. Bughin, R. Dobbs, C. Roxburgh, and A. H. Byers. Big data: The next frontier for innovation, competition, and productivity. McKinsey Global Institute, May 2011.
4. Big Data Research and Development Initiative. March 2012. http://www.whitehouse.gov/sites/default/files/microsites/ostp/big-data-press-release-final-2.pdf.
5. The Australian Public Service Big Data Strategy. August 2013 http://agict.gov.au/sites/default/files/Big%20Data%20Strategy.pdf.
6. D. Agrawal, S. Das, and A. El Abbadi, "Big data and cloud computing: current state and future opportunities," Proc. of the 14th International Conference on Extending Database Technology, pp. 530-533, 2011.
7. A. Labrinidis, and H. V. Jagadish, "Challenges and Opportunities with Big Data," Journal Proceedings of the VLDB Endowment, Vol. 5, no. 12, pp. 2032-2033, August 2012.
8. K. Michael, and K. Miller, "Big Data: New Opportunities and New Challenges," IEEE Security & Privacy, Vol. 46, no. 6, pp. 22-24, June 2013.
9. A. A. Cardenas, Manadhata P. K., and Rajan S. P., "Big Data Analytics for Security," IEEE Security & Privacy, Vol. 11, no. 6, pp. 74-76, June 2013.
10. T. Mahmood, and U. Afzal, "Security Analytics: Big Data Analytics for cyber security: A review of trends, techniques and tools," Proc. of the 2nd National Conference on Information Assurance (NCIA), pp. 129-134, 2013.
11. J. Dean, and S. Ghemawat, "MapReduce: Simplified data processing on large clusters," Proc. of the 6th Conference on Symposium on Opearting Systems Design & Implementation (OSDI'04), Vol. 6, pp. 137-150, 2004.
12. T. White Hadoop: The definitive guide. O'Reilly Media, Inc., 2012.
13. Cloud Security Alliance (CSA): Expanded Top Ten Big Data Security and Privacy Challenges, April 2013.
14. A.K. Sood, R.J. Enbody, "Targeted Cyberattacks: A Superset of Advanced Persistent Threats," IEEE Security & Privacy, Vol. 11, no. 1, pp. 54-61, 2013.
15. S. Zanero, "Flaws and frauds in the evaluation of IDS/IPS technologies," 19th Annual Conference of the Forum for Incident Response and Security Teams (FIRST), 2007.
16. J. M. Butler, Benchmarking Security Information Event Management (SIEM), A SANS Whitepaper, February 2009.
17. J. Oltsik, "IBM: An Early Leader across the Big Data Security Analytics Continuum". White paper, June 2013
18. M. Bouchard, "Big Data for Advanced Threat Protection." White paper, 2012.
19. S. Curry, E. Kirda, E. Schwartz, W. H. Stewart, and A. Yoran, "Big Data Fuels Intelligence-Driven Security". White paper, January 2013.
20. Cloud Security Alliance (CSA): Big Data Analytics for Security Intelligence. September 2013. https://cloudsecurityalliance.org/download/big-data-analytics-for-security-intelligence
21. Dumitras T., Shou D., Toward a Standard Benchmark for Computer Security Research: The Worldwide Intelligence Network Environment (WINE) / Proc. EuroSys BADGERS Workshop, ACM, 2011, pp. 89-96.
22. J. François et al., BotCloud: Detecting Botnets Using MapReduce / Proc. Workshop Information Forensicsand Security, 2011, pp. 1-6.
23. T.-F. Yen et al., "Beehive: Large-Scale Log Analysis for Detecting Suspicious Activity in Enterprise Networks," Proc. Ann. Computer Security ApplicationsConference (ACSAC 13), pp. 199-208, Dec. 2013.
24. Ganugula U., Saxena A., "High Performance Cryptography: Need of the Hour," CSI Communications, pp. 16-17, September 2013.
25. L. Huang, A. D. Joseph, B. Nelson, B. I. P. Rubinstein, J. D. Tygar, "Adversarial machine learning," Proc. of the 4th ACM workshop on Security and artificial intelligence (AISec'11), pp. 43-58, 2011.
26. P. J. Huber, E. M. Ronchetti, Robust Statistics. Wiley, 2009.
27. A. Shiravi, H. Shiravi, and A.A. Ghorbani, "A Survey of Visualization Systems for Network Security," IEEE Transactions on Visualization and Computer Graphics, Vol. 18, no. 8, pp. 1313-1329, Aug. 2012.
28. Marty R., Applied Security Visualization, Addison-Wesley Professional; 1st edition, 2008. 552p.
29. Mittelstadt S., Behrisch M., Weber S., Schreck T. et al., "Visual analytics for the big data era? A comparative review of state-of-the-art commercial systems," Proc. of the IEEE Conference on Visual Analytics Science and Technology (VAST), pp. 173-182, 2012.