Critical review of machine learning approaches to apply big data analytics in DDoS forensics
暂无分享,去创建一个
Kheng Cher Yeo | Sami Azam | Friso De Boer | Kian Son Hoon | Bharanidharan Shunmugam | S. Azam | F. De Boer | Bharanidharan Shunmugam
[1] Gürsel Serpen,et al. Application of Machine Learning Algorithms to KDD Intrusion Detection Dataset within Misuse Detection Context , 2003, MLMTA.
[2] Oluwasola Mary Adedayo. Big data and digital forensics , 2016, 2016 IEEE International Conference on Cybercrime and Computer Forensic (ICCCF).
[3] Kotagiri Ramamohanarao,et al. Survey of network-based defense mechanisms countering the DoS and DDoS problems , 2007, CSUR.
[4] Nor Badrul Anuar,et al. Botnet detection techniques: review, future trends, and issues , 2014, Journal of Zhejiang University SCIENCE C.
[5] Deokjai Choi,et al. Application of Data Mining to Network Intrusion Detection: Classifier Selection Model , 2008, APNOMS.
[6] B. B. Gupta,et al. ANN Based Scheme to Predict Number of Zombies in a DDoS Attack , 2012, Int. J. Netw. Secur..
[7] Youngseok Lee,et al. Toward scalable internet traffic measurement and analysis with Hadoop , 2013, CCRV.
[8] Darren Anstee. Preparing for tomorrow's threat landscape , 2015, Netw. Secur..
[9] Shams Zawoad,et al. Digital Forensics in the Age of Big Data: Challenges, Approaches, and Opportunities , 2015, 2015 IEEE 17th International Conference on High Performance Computing and Communications, 2015 IEEE 7th International Symposium on Cyberspace Safety and Security, and 2015 IEEE 12th International Conference on Embedded Software and Systems.
[10] Ilkyeun Ra,et al. An efficient and reliable DDoS attack detection using a fast entropy computation method , 2009, 2009 9th International Symposium on Communications and Information Technology.
[11] Aikaterini Mitrokotsa,et al. DDoS attacks and defense mechanisms: classification and state-of-the-art , 2004, Comput. Networks.
[12] Eric R. Ziegel,et al. The Elements of Statistical Learning , 2003, Technometrics.
[13] M. N. Masrek,et al. Comparison of Machine Learning algorithms performance in detecting network intrusion , 2010, 2010 International Conference on Networking and Information Technology.
[14] Ki Hoon Kwon,et al. DDoS attack detection method using cluster analysis , 2008, Expert Syst. Appl..
[15] K. Venugopal Rao,et al. DoS and DDoS Attacks: Defense, Detection and Traceback Mechanisms - A Survey , 2014 .
[16] Rana Khattak,et al. DOFUR: DDoS Forensics Using MapReduce , 2011, 2011 Frontiers of Information Technology.
[17] Jin Huang. Performance measures of machine learning , 2006 .
[18] Noureldien A. Noureldien,et al. Accuracy of Machine Learning Algorithms in Detecting DoS Attacks Types , 2016 .