Marcus Gallagher

Best Publications

• E-GraphSAGE: A Graph Neural Network based Intrusion Detection System for IoT.

  Wai Weng Lo;Siamak Layeghy;Mohanad Sarhan;Marcus Gallagher

  298
  Citations

• Feature Extraction for Machine Learning-based Intrusion Detection in IoT Networks.

  Mohanad Sarhan;Siamak Layeghy;Nour Moustafa;Marcus Gallagher

  153
  Citations

• General cost functions for support vector regression.

  AJ Smola;B Schölkopf;K-R Müller;T. Downs

  139
  Citations

• A general-purpose tunable landscape generator

  M. Gallagher;Bo Yuan

  136
  Citations

• Experimental results for the special session on real-parameter optimization at CEC 2005: a simple, continuous EDA

  Bo Yuan;M. Gallagher

  119
  Citations

• Real-valued evolutionary optimization using a flexible probability density estimator

  Marcus Gallagher;Marcus Frean;Tom Downs

  105
  Citations

• Learning to play Pac-Man: an evolutionary, rule-based approach

  M. Gallagher;A. Ryan

  103
  Citations

• On the importance of diversity maintenance in estimation of distribution algorithms

  Bo Yuan;Marcus Gallagher

  91
  Citations

• Statistical racing techniques for improved empirical evaluation of evolutionary algorithms

  Bo Yuan;Marcus Gallagher

  85
  Citations

• Intelligent Data Engineering and Automated Learning - IDEAL 2005

  Marcus Gallagher;James P. Hogan;Frederic Maire

  81
  Citations

• From zero-shot machine learning to zero-day attack detection

  Unknown

  80
  Citations

• Reinforcement Learning in First Person Shooter Games

  Michelle McPartland;Marcus Gallagher

  74
  Citations

• Multi-layer Perceptron Error Surfaces: Visualization, Structure and Modelling

  Marcus Reginald Gallagher

  70
  Citations

• Playing in continuous spaces: some analysis and extension of population-based incremental learning

  Bo Yuan;M. Gallagher

  66
  Citations

• An influence map model for playing Ms. Pac-Man

  N. Wirth;M. Gallagher

  59
  Citations

• Sampling Techniques and Distance Metrics in High Dimensional Continuous Landscape Analysis: Limitations and Improvements

  Rachael Morgan;Marcus Gallagher

  58
  Citations

• Visualization of learning in multilayer perceptron networks using principal component analysis

  M. Gallagher;T. Downs

  57
  Citations

• Combining Meta-EAs and Racing for Difficult EA Parameter Tuning Tasks

  Bo Yuan;Marcus Gallagher

  57
  Citations

• Population-Based Continuous Optimization, Probabilistic Modelling and Mean Shift

  Marcus Gallagher;Marcus Frean

  56
  Citations

• Use of freely available datasets and machine learning methods in predicting deforestation

  Helen Mayfield;Carl Smith;Marcus Gallagher;Marc Hockings

  44
  Citations