Machine Learning DDoS Detection for Consumer Internet of Things Devices

S. Hao, N. A. Syed, N. Feamster, A. G. Gray, and S. Krasser, “Detecting spammers with snare: Spatio-temporal network-level automatic reputation engine,” USENIX security symposium , vol. 9, 2000

2000

Earlier work this paper cites.

E. Eskin, W. Lee, and W. Stolfo, “Modeling system call for intrusion detection using dynamic window sizes,” 2001

2001

Earlier work this paper cites.

D. Barbard, J. Couto, S. Jajodia, and N. Wu, “Adam: A testbed for exploring the use of data mining in intrusion detection,” SIGMOD , vol. 30:4, 2001

2001

Earlier work this paper cites.

J. Bigham, D. Gamez, and N. Lu, “Safeguarding scada systems with anomaly detection,” in Computer Network Security , V. Gorodetsky, L. Popyack, and V. Skormin, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2003, pp. 171–182

2003

Earlier work this paper cites.

L. Ertoz, E. Eilertson, A. Lazarevic, P.-N. Tan, V. Kumar, J. Srivastava, and P. Dokas, “Minds— minnesota intrusion detection system,” In Data Mining: Next Generation Challenges and Future Directions , 2004

2004

Earlier work this paper cites.

M. Qin and K. Hwang, “Frequent episode rules for internet anomaly detection,” 2004

2004

Earlier work this paper cites.

V. Chandola, A. Banerjee, and V. Kumar, “Anomaly detection: A survey,” ACM computing surveys (CSUR) , vol. 41.3: 15, 2009

2009

Earlier work this paper cites.

(2015) Internet of things research study. Hewlett Packard Enterprise. [Online]. Available: http://h20195.www2.hpe.com/V4/getpdf.aspx/4aa5-4759enw

2015

Earlier work this paper cites.

F. Chollet et al. , “Keras,” https://github.com/fchollet/keras

2015

Cited alongside, same era.

(2016) Unlocking the potential of the internet of things. McKinsey & Company. [Online]. Available: http://www.mckinsey.com/business-functions/digital-mckinsey/our-insights/the-internet-of-things-the-value-of-digitizing-the-physical-world

2016

Cited alongside, same era.

(2016) Internet of things (iot) security and privacy recommendations. BITAG. [Online]. Available: https://www.bitag.org/report-internet-of-things-security-privacy-recommendations.php

2016

Cited alongside, same era.

S. Hilton. (2016) Dyn analysis summary of friday october 21 attack. Dyn. [Online]. Available: https://dyn.com/blog/dyn-analysis-summary-of-friday-october-21-attack/

2016

Cited alongside, same era.

(2016) Threat advisory: Mirai botnet. Akamai. [Online]. Available: https://www.akamai.com/us/en/multimedia/documents/state-of-the-internet/akamai-mirai-botnet-threat-advisory.pdf

A. Sivanathan, D. Sherratt, H. H. Gharakheili, and A. V. Vijay Sivaraman, “Low-cost flow-based security solutions for smart-home iot devices,” 2016

2016

Later among the works it cites.

(2017) Yi home camera. [Online]. Available: https://www.yitechnology.com/yi-home-camera

2017

Later among the works it cites.

(2017) Wemo insight smart plug. [Online]. Available: http://www.belkin.com/us/F7C029-Belkin/p/P-F7C029/

2017

Later among the works it cites.

(2017) Wireless blood pressure monitor. [Online]. Available: https://health.nokia.com/us/en/blood-pressure-monitor

2017

Later among the works it cites.

(2017) Goldeneye code repository. [Online]. Available: https://github.com/jseidl/GoldenEye

2017

Later among the works it cites.