Novel intrusion detection system integrating layered framework with neural network

Proceedings of the 2013 3rd IEEE International Advance Computing Conference, IACC 2013

Volumn , Issue , 2013, Pages 682-689

  Srivastav, Nidhi ^a   Challa, Rama Krishna ^a  

^a NATIONAL INSTITUTE OF TECHNICAL TEACHERS TRAINING AND RESEARCH   (India)

Author keywords

IDS; KDD cup99 dataset; layered framework; neural network

Indexed keywords

ATTACK DETECTION; CORE COMPONENTS; FALSE ALARM RATE; IDS; INTRUSION DETECTION SYSTEMS; KDD CUP99 DATASET; LAYERED FRAMEWORK; SPAMMERS;

INTRUSION DETECTION; NEURAL NETWORKS;

COMPUTER CRIME;

EID: 84879852394     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IAdCC.2013.6514309     Document Type: Conference Paper

References (18)

1. SANS InstituteInfoSec Reading Room. http://www.sans.org/readingroom/ whitepapers/detection/understanding-intrusion-detection-systems337.
2. Herv'e Debar, Monique Becke, Didier Siboni, "A Neural Network Component for an Intrusion detection system," Proceedings of the IEEE Symposium on Research in Security and Privacy, pp. 240-250,1992.
3. Suseela T. Sarasamma, Qiuming A. Zhu, Julie Huff, "Hierarchical Kohonenen Net for Anomaly Detection in Network Security," IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics, vol. 35(2), 2005.
4. J. Ryan, M. Lin, R. Mikkulainen, "Intrusion Detection with Neural Networks," Advances in Neural Information Processing Systems, vol. 10, 1998, MIT Press.
5. R. Lippmann, R. Cunningham, "Improving Intrusion Detection Performance using Keyword Selection and Neural Networks," RAID Proceedings, West Lafayette, Indiana, Sept 1999.
6. A. Ghosh, A. Schwartzbard, "A study in using Neural Networks for Anomaly and Misuse Detection, " Proceedings of the 8th USENIX Security Symposium, 1999.
7. Shi-Jinn Horng, Pingzhi Fan, Yao-Ping Chou, Yen-Cheng Chang and Yi Pan, "Feasible Intrusion Detector for Recognizing IIS Attacks Based on Neural Networks," Computer & Security, vol.27, pp. 84-100, 2008.
8. Iftikhar Ahmad, Azween B Abdullah,Abdullah S Alghamdi, "Application of Artificial Neural Network in Detection of Probing Attacks," IEEE Symposium on Industrial Electronics and Applications, pp. 557-562, 2009.
9. I Mukhopadhyay, M Chakraborty, S Chakrabarti, T Chatterjee,"Back Propagation NeuralNetwork Approach to Intrusion Detection System," International Conference on Recent Trends in Information Systems, 2011.
10. Saso Dzeroski, Bernard Zenko, "Is Combining Classifiers Better than Selecting the Best One," Machine Learning vol. 54(3), pp. 255-273, 2004.
11. Chuanyi Ji, Sheng Ma, "Combinations of Weak Classifiers," IEEE Transactions on Neural Networks, vol.8(1), pp. 32-42,1997.
12. Paul Dokas, Levent Ertoz, Vipin Kumar, Aleksandar Lazarevic, Jaideep Srivastava, Pang-Ning Tan, "Data Mining for Network Intrusion Detection," Proceedings of the NSF Workshop on Next Generation Data Mining, pp. 21-30, 2002.
13. Wenke Lee, Salvatore J. Stolfo, Kui W. Mok, "A Data Mining Framework for Building Intrusion Detection Model," Proceedings of the IEEE Symposium on Security and Privacy, pp. 120-132, 1999.
14. Dalila Boughaci, Habiba Drias, Ahmed Bendib, Youcef Bouznit, Belaid Benhamou, "Distributed Intrusion Detection Framework Based on Mobile Agents," Proceedings of IEEE International Conference on Dependability of Computer Systems, pp. 248-255, 2006.
15. Jai Sundar Balasubramaniyan, Jose Omar Garcia-Fernandez, David Isacoff, Eugene H. Spafford,Diego Zamboni, "An Architecture for Intrusion Detection Using Autonomous Agents," Proceeding of IEEE 14th Annual Computer Security Applications Conference, pp. 13-24, 1998.
16. Kapil Kumar Gupta, Baikunth Nath, Ramamohanarao Kotagiri, "Layered Approach Using Conditional Random Field for Intrusion Detection," IEEE Transactions on Dependable and Secure Computing, vol. 7(1), pp. 35-49, March,2010.
17. Gopi K. Kuchimanchi, Vir V. Phoha, Kiran S. Balagani, Shekhar R. Gaddam,"Dimension Reduction Using Feature Extraction Methods for Real-time Misuse Detection Systems," Proceedings of the 2004 IEEE Workshop on Information Assurance and Security, June 2004.
18. KDD Cup 1999 Intrusion Detection Data. http://kdd.ics.uci.edu/databases/ kddcup99/kddcup99.html(accessed on 20-01-2011).