A. Nur Zincir-Heywood

Best Publications

• SELECTING FEATURES FOR INTRUSION DETECTION: A FEATURE RELEVANCE ANALYSIS ON KDD 99 INTRUSION DETECTION DATASETS

  H G Kayacik;A N Zincir Heywood;M I Heywood

  489
  Citations

• Clustering event logs using iterative partitioning

  Adetokunbo A.O. Makanju;A. Nur Zincir-Heywood;Evangelos E. Milios

  363
  Citations

• Machine learning based encrypted traffic classification: Identifying SSH and Skype

  Riyad Alshammari;A. Nur Zincir-Heywood

  275
  Citations

• On the capability of an SOM based intrusion detection system

  H.G. Kayacik;A.N. Zincir-Heywood;M.I. Heywood

  228
  Citations

• A hierarchical SOM-based intrusion detection system

  H. Gunes Kayacik;A. Nur Zincir-Heywood;Malcolm I. Heywood

  209
  Citations

• Training genetic programming on half a million patterns: an example from anomaly detection

  Dong Song;M.I. Heywood;A.N. Zincir-Heywood

  202
  Citations

• Host-based intrusion detection using self-organizing maps

  P. Lichodzijewski;A. Nur Zincir-Heywood;M.I. Heywood

  201
  Citations

• Can encrypted traffic be identified without port numbers, IP addresses and payload inspection?

  Riyad Alshammari;A. Nur Zincir-Heywood

  194
  Citations

• A Lightweight Algorithm for Message Type Extraction in System Application Logs

  A. Makanju;A. N. Zincir-Heywood;E. E. Milios

  169
  Citations

• Analyzing Data Granularity Levels for Insider Threat Detection Using Machine Learning

  Duc C. Le;Nur Zincir-Heywood;Malcolm I. Heywood

  149
  Citations

• Selecting Features for Intrusion Detection: A Feature Relevance Analysis on KDD 99.

  Hilmi Günes Kayacik;A. Nur Zincir-Heywood;Malcolm I. Heywood

  128
  Citations

• Anomaly Detection for Insider Threats Using Unsupervised Ensembles

  Unknown

  111
  Citations

• World wide web site summarization

  Yongzheng Zhang;Nur Zincir-Heywood;Evangelos Milios

  110
  Citations

• Benchmarking the Effect of Flow Exporters and Protocol Filters on Botnet Traffic Classification

  Fariba Haddadi;A. Nur Zincir-Heywood

  88
  Citations

• LogView: Visualizing Event Log Clusters

  A. Makanju;S. Brooks;A.N. Zincir-Heywood;E.E. Milios

  87
  Citations

• A linear genetic programming approach to intrusion detection

  Dong Song;Malcolm I. Heywood;A. Nur Zincir-Heywood

  87
  Citations

• Evaluation of two systems on multi-class multi-label document classification

  Xiao Luo;A. Nur Zincir-Heywood

  86
  Citations

• NetPal: a dynamic network administration knowledge base

  Ashley George;Adetokunbo Makanju;Evangelos Milios;Nur Zincir-Heywood

  82
  Citations

• Narrative text classification for automatic key phrase extraction in web document corpora

  Yongzheng Zhang;Nur Zincir-Heywood;Evangelos Milios

  78
  Citations

• Exploring Feature Normalization and Temporal Information for Machine Learning Based Insider Threat Detection

  Unknown

  67
  Citations