| Selecting features for intrusion detection: A feature relevance analysis on KDD 99 intrusion detection datasets HG Kayacik, AN Zincir-Heywood, MI Heywood Proceedings of the third annual conference on privacy, security and trust 94 …, 2005 | 407 | 2005 |
| On the capability of an SOM based intrusion detection system HG Kayacik, AN Zincir-Heywood, MI Heywood Proceedings of the International Joint Conference on Neural Networks, 2003 …, 2003 | 208 | 2003 |
| Machine learning based encrypted traffic classification: Identifying ssh and skype R Alshammari, AN Zincir-Heywood 2009 IEEE symposium on computational intelligence for security and defense …, 2009 | 180 | 2009 |
| Training genetic programming on half a million patterns: an example from anomaly detection D Song, MI Heywood, AN Zincir-Heywood IEEE transactions on evolutionary computation 9 (3), 225-239, 2005 | 174 | 2005 |
| Host-based intrusion detection using self-organizing maps P Lichodzijewski, AN Zincir-Heywood, MI Heywood Proceedings of the 2002 International Joint Conference on Neural Networks …, 2002 | 173 | 2002 |
| A hierarchical SOM-based intrusion detection system HG Kayacik, AN Zincir-Heywood, MI Heywood Engineering applications of artificial intelligence 20 (4), 439-451, 2007 | 163 | 2007 |
| Clustering event logs using iterative partitioning AAO Makanju, AN Zincir-Heywood, EE Milios Proceedings of the 15th ACM SIGKDD international conference on Knowledge …, 2009 | 157 | 2009 |
| Can encrypted traffic be identified without port numbers, IP addresses and payload inspection? R Alshammari, AN Zincir-Heywood Computer networks 55 (6), 1326-1350, 2011 | 117 | 2011 |
| Dynamic intrusion detection using self-organizing maps P Lichodzijewski, AN Zincir-Heywood, MI Heywood The 14th Annual Canadian Information Technology Security Symposium (CITSS), 2002 | 97 | 2002 |
| Eutrophication of shallow lakes with special reference to Lake Taihu, China B Qin, Z Liu, K Havens Springer Science & Business Media, 2007 | 80* | 2007 |
| World wide web site summarization Y Zhang, N Zincir-Heywood, E Milios Web intelligence and agent systems: an international journal 2 (1), 39-53, 2004 | 78 | 2004 |
| Evaluation of two systems on multi-class multi-label document classification X Luo, AN Zincir-Heywood International Symposium on Methodologies for Intelligent Systems, 161-169, 2005 | 75 | 2005 |
| Logview: Visualizing event log clusters A Makanju, S Brooks, AN Zincir-Heywood, EE Milios 2008 Sixth Annual Conference on Privacy, Security and Trust, 99-108, 2008 | 74 | 2008 |
| A linear genetic programming approach to intrusion detection D Song, MI Heywood, AN Zincir-Heywood Genetic and Evolutionary Computation Conference, 2325-2336, 2003 | 74 | 2003 |
| A flow based approach for ssh traffic detection R Alshammari, AN Zincir-Heywood 2007 IEEE international conference on systems, man and cybernetics, 296-301, 2007 | 72 | 2007 |
| Narrative text classification for automatic key phrase extraction in web document corpora Y Zhang, N Zincir-Heywood, E Milios Proceedings of the 7th annual ACM international workshop on Web information …, 2005 | 69 | 2005 |
| A lightweight algorithm for message type extraction in system application logs A Makanju, AN Zincir-Heywood, EE Milios IEEE Transactions on Knowledge and Data Engineering 24 (11), 1921-1936, 2011 | 66 | 2011 |
| Benchmarking the effect of flow exporters and protocol filters on botnet traffic classification F Haddadi, AN Zincir-Heywood IEEE Systems journal 10 (4), 1390-1401, 2014 | 57 | 2014 |
| Investigating two different approaches for encrypted traffic classification R Alshammari, AN Zincir-Heywood 2008 Sixth Annual Conference on Privacy, Security and Trust, 156-166, 2008 | 54 | 2008 |
| Dynamic page based crossover in linear genetic programming MI Heywood, AN Zincir-Heywood IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics) 32 …, 2002 | 52 | 2002 |
Malcolm HeywoodProfessor, Computer Science, Dalhousie UniversityVerified email at cs.dal.ca
