Malcolm I. 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

• 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

• 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

• Comparing and Combining Dimension Reduction Techniques for Efficient Text Clustering

  Bin Tang;Michael Shepherd;Evangelos Milios;Malcolm I. Heywood

  119
  Citations

• A linear genetic programming approach to intrusion detection

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

  87
  Citations

• GP classification under imbalanced data sets: active sub-sampling and AUC approximation

  John Doucette;Malcolm I. Heywood

  78
  Citations

• Managing team-based problem solving with symbiotic bid-based genetic programming

  Peter Lichodzijewski;Malcolm I. Heywood

  76
  Citations

• Input partitioning to mixture of experts

  Bin Tang;M.I. Heywood;M. Shepherd

  70
  Citations

• Dynamic page based crossover in linear genetic programming

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

  62
  Citations

• Comparing dimension reduction techniques for document clustering

  Bin Tang;Michael Shepherd;Malcolm I. Heywood;Xiao Luo

  56
  Citations

• Symbiosis, complexification and simplicity under GP

  Peter Lichodzijewski;Malcolm I. Heywood

  54
  Citations

• On evolving buffer overflow attacks using genetic programming

  Hilmi Güneş Kayacik;Malcolm Heywood;Nur Zincir-Heywood

  52
  Citations

• Scaling Genetic Programming to Large Datasets Using Hierarchical Dynamic Subset Selection

  R.. Curry;P.. Lichodzijewski;M.I. Heywood

  46
  Citations

• Symbiotic coevolutionary genetic programming: a benchmarking study under large attribute spaces

  John A. Doucette;Andrew R. Mcintyre;Peter Lichodzijewski;Malcolm I. Heywood

  41
  Citations

• On botnet detection with genetic programming under streaming data label budgets and class imbalance

  Sara Khanchi;Ali Vahdat;Malcolm I. Heywood;A. Nur Zincir-Heywood

  38
  Citations

• Intrusion Detection Systems

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

  17
  Citations