Malcolm I. Heywood

186 papers A* 2A 29B 57C 1Misc 2Journal 39Unranked 54
YearRankTypeTitle / Venue / Authors
2026 J jnl
Gradient Boosted Programming for Low Cardinality Classification.
ACM Trans. Evol. Learn. Optim.
Zhilei Zhou, Malcolm I. Heywood
2025 B conf
Benchmarking Streaming Evolutionary Ensemble Learning under Shifting Imbalanced Data.
CEC
Ziyu Qiu, Malcolm I. Heywood
2025 B conf
Can Flow Metadata Based Signatures Generalize for Identifying Attacks on IoT Devices?
NOMS
Jeffrey A. Adjei, Nur Zincir-Heywood, Malcolm I. Heywood, Biswajit Nandy, Nabil Seddigh
2025 — conf
Discovering Blue Team Solutions for an Autonomous Cyber Operations Challenge using an Evolutionary Heuristic Search.
GECCO Companion
Yuxuan Wang, Nur Zincir-Heywood, Malcolm I. Heywood
2025 A conf
Emergent Braitenberg-style Behaviours for Navigating the ViZDoom 'My Way Home' Labyrinth.
GECCO
Caleidgh Grace Bayer, Robert Smith, Malcolm I. Heywood
2025 — conf
Interpreting Tangled Program Graphs Under Partially Observable Dota 2 Invoker Tasks.
GECCO Companion
Robert Smith, Malcolm I. Heywood
2025 B conf
IoT Botnet Detection with Drift-Aligned Learning and DNS-Based C2 Identification.
CNSM
Jeffrey A. Adjei, Nur Zincir-Heywood, Malcolm I. Heywood, Biswajit Nandy, Nabil Seddigh
2025 — conf
Learning to Optimize Entropy in the Soft Actor-Critic.
ICANN (1)
Zhilei Zhou, Malcolm I. Heywood
2024 J jnl
Assessing the impact of bag-of-words versus word-to-vector embedding methods and dimension reduction on anomaly detection from log files.
Int. J. Netw. Manag.
Ziyu Qiu, Zhilei Zhou, Brad Niblett, Andrew Johnston, Jeffrey Schwartzentruber, Nur Zincir-Heywood, Malcolm I. Heywood
2024 J jnl
Benchmarking Large Language Models for Log Analysis, Security, and Interpretation.
J. Netw. Syst. Manag.
Egil Karlsen, Xiao Luo, Nur Zincir-Heywood, Malcolm I. Heywood
2024 J jnl
Emergent Braitenberg-style Behaviours for Navigating the ViZDoom 'My Way Home' Labyrinth.
CoRR
Caleidgh Bayer, Robert J. Smith, Malcolm I. Heywood
2024 B conf
Emergent Discovery of Reinforced Programs using Q-Learning and Planning: A Proof of Concept.
CEC
Noah Sealy, Malcolm I. Heywood
2024 B conf
Improving Real-Time Anomaly Detection using Multiple Instances of Micro-Cluster Detection.
CNSM
Rafael Copstein, Nur Zincir-Heywood, Malcolm I. Heywood
2024 J jnl
Interpreting Tangled Program Graphs Under Partially Observable Dota 2 Invoker Tasks.
IEEE Trans. Artif. Intell.
Robert J. Smith, Malcolm I. Heywood
2024 J jnl
Large language models and unsupervised feature learning: implications for log analysis.
Ann. des Télécommunications
Egil Karlsen, Xiao Luo, Nur Zincir-Heywood, Malcolm I. Heywood
2024 — conf
Simple Efficient Evolutionary Ensemble Learning on Network Intrusion Detection Benchmarks.
EvoApplications@EvoStar
Zhilei Zhou, Nur Zincir-Heywood, Malcolm I. Heywood
2023 B conf
A Boosting Approach to Constructing an Ensemble Stack.
EuroGP
Zhilei Zhou, Ziyu Qiu, Brad Niblett, Andrew Johnston, Jeffrey Schwartzentruber, Nur Zincir-Heywood, Malcolm I. Heywood
2023 J jnl
Benchmarking Large Language Models for Log Analysis, Security, and Interpretation.
CoRR
Egil Karlsen, Xiao Luo, Nur Zincir-Heywood, Malcolm I. Heywood
2023 B conf
MIMC: Anomaly Detection in Network Data via Multiple Instances of Micro-Cluster Detection.
CNSM
Rafael Copstein, Brad Niblett, Andrew Johnston, Jeff Schwartzentruber, Malcolm I. Heywood, Nur Zincir-Heywood
2023 J jnl
W. B. Langdon "Jaws 30".
Genet. Program. Evolvable Mach.
Malcolm I. Heywood
2022 J jnl
A Boosting Approach to Constructing an Ensemble Stack.
CoRR
Zhilei Zhou, Ziyu Qiu, Brad Niblett, Andrew Johnston, Jeffrey Schwartzentruber, Nur Zincir-Heywood, Malcolm I. Heywood
2022 — conf
Benchmarking genetic programming in a multi-action reinforcement learning locomotion task.
GECCO Companion
Ryan Amaral, Alexandru Ianta, Caleidgh Bayer, Robert J. Smith, Malcolm I. Heywood
2022 J jnl
Exploring syntactical features for anomaly detection in application logs.
it Inf. Technol.
Rafael Copstein, Egil Karlsen, Jeff Schwartzentruber, Nur Zincir-Heywood, Malcolm I. Heywood
2022 — conf
Genetic programming with external memory in sequence recall tasks.
GECCO Companion
Mihyar Al Masalma, Malcolm I. Heywood
2022 — conf
On the interaction between lexicase selection, modularity and data subsets.
GECCO Companion
Benjamin Portman, Malcolm I. Heywood
2021 J jnl
Emergent Tangled Program Graphs in Partially Observable Recursive Forecasting and ViZDoom Navigation Tasks.
ACM Trans. Evol. Learn. Optim.
Stephen Kelly, Robert J. Smith, Malcolm I. Heywood, Wolfgang Banzhaf
2021 B conf
Evolving Simple Solutions to the CIFAR-10 Benchmark using Tangled Program Graphs.
CEC
Robert J. Smith, Ryan Amaral, Malcolm I. Heywood
2021 — conf
Finding Simple Solutions to Multi-Task Visual Reinforcement Learning Problems with Tangled Program Graphs.
GPTP
Caleidgh Bayer, Ryan Amaral, Robert J. Smith, Alexandru Ianta, Malcolm I. Heywood
2021 B conf
Log Abstraction for Information Security: Heuristics and Reproducibility.
ARES
Rafael Copstein, Jeff Schwartzentruber, Nur Zincir-Heywood, Malcolm I. Heywood
2021 A conf
On the impact of tangled program graph marking schemes under the atari reinforcement learning benchmark.
GECCO
Alexandru Ianta, Ryan Amaral, Caleidgh Bayer, Robert J. Smith, Malcolm I. Heywood
2021 J jnl
Stock selection heuristics for performing frequent intraday trading with genetic programming.
Genet. Program. Evolvable Mach.
Alexander Loginov, Malcolm I. Heywood, Garnett Carl Wilson
2021 — conf
Training regime influences to semi-supervised learning for insider threat detection.
SP (Workshops)
Duc C. Le, Nur Zincir-Heywood, Malcolm I. Heywood
2020 J jnl
Analyzing Data Granularity Levels for Insider Threat Detection Using Machine Learning.
IEEE Trans. Netw. Serv. Manag.
Duc C. Le, Nur Zincir-Heywood, Malcolm I. Heywood
2020 — conf
Solving complex problems with coevolutionary algorithms.
GECCO Companion
Krzysztof Krawiec, Malcolm I. Heywood
2019 B conf
A Model of External Memory for Navigation in Partially Observable Visual Reinforcement Learning Tasks.
EuroGP
Robert J. Smith, Malcolm I. Heywood
2019 — conf
Benchmarking genetic programming in dynamic insider threat detection.
GECCO (Companion)
Duc C. Le, Malcolm I. Heywood, Nur Zincir-Heywood
2019 — conf
Dynamic Insider Threat Detection Based on Adaptable Genetic Programming.
SSCI
Duc C. Le, Nur Zincir-Heywood, Malcolm I. Heywood
2019 — conf
Evolving a Dota 2 Hero Bot with a Probabilistic Shared Memory Model.
GPTP
Robert J. Smith, Malcolm I. Heywood
2019 A conf
Evolving dota 2 shadow fiend bots using genetic programming with external memory.
GECCO
Robert J. Smith, Malcolm I. Heywood
2019 B conf
Network Analytics for Streaming Traffic Analysis.
IM
Sara Khanchi, Nur Zincir-Heywood, Malcolm I. Heywood
2019 — conf
Solving complex problems with coevolutionary algorithms.
GECCO (Companion)
Krzysztof Krawiec, Malcolm I. Heywood
2019 J jnl
Unsupervised Monitoring of Networkand Service Behaviour Using SelfOrganizing Maps.
J. Cyber Secur. Mobil.
Duc C. Le, Nur Zincir-Heywood, Malcolm I. Heywood
2018 — conf
A genetic algorithm for dynamic controller placement in software defined networking.
GECCO (Companion)
Samuel Champagne, Tokunbo Makanju, Chengchao Yao, Nur Zincir-Heywood, Malcolm I. Heywood
2018 A conf
Benchmarking evolutionary computation approaches to insider threat detection.
GECCO
Duc C. Le, Sara Khanchi, Nur Zincir-Heywood, Malcolm I. Heywood
2018 J jnl
Discovering Agent Behaviors Through Code Reuse: Examples From Half-Field Offense and Ms. Pac-Man.
IEEE Trans. Games
Stephen Kelly, Malcolm I. Heywood
2018 — conf
Emergent Policy Discovery for Visual Reinforcement Learning Through Tangled Program Graphs: A Tutorial.
GPTP
Stephen Kelly, Robert J. Smith, Malcolm I. Heywood
2018 J jnl
Emergent Solutions to High-Dimensional Multitask Reinforcement Learning.
Evol. Comput.
Stephen Kelly, Malcolm I. Heywood
2018 A* conf
Emergent Tangled Program Graphs in Multi-Task Learning.
IJCAI
Stephen Kelly, Malcolm I. Heywood
2018 J jnl
On botnet detection with genetic programming under streaming data label budgets and class imbalance.
Swarm Evol. Comput.
Sara Khanchi, Ali Vahdat, Malcolm I. Heywood, Nur Zincir-Heywood
2018 — conf
On botnet detection with genetic programming under streaming data, label budgets and class imbalance.
GECCO (Companion)
Sara Khanchi, Ali Vahdat, Malcolm I. Heywood, Nur Zincir-Heywood
2018 B conf
Scaling Tangled Program Graphs to Visual Reinforcement Learning in ViZDoom.
EuroGP
Robert J. Smith, Malcolm I. Heywood
2018 — conf
Solving complex problems with coevolutionary algorithms.
GECCO (Companion)
Krzysztof Krawiec, Malcolm I. Heywood
2018 B conf
Streaming Botnet traffic analysis using bio-inspired active learning.
NOMS
Sara Khanchi, Nur Zincir-Heywood, Malcolm I. Heywood
2017 A conf
Coevolving deep hierarchies of programs to solve complex tasks.
GECCO
Robert J. Smith, Malcolm I. Heywood
2017 B conf
Emergent Tangled Graph Representations for Atari Game Playing Agents.
EuroGP
Stephen Kelly, Malcolm I. Heywood
2017 A conf
Multi-task learning in Atari video games with emergent tangled program graphs.
GECCO
Stephen Kelly, Malcolm I. Heywood
2017 A conf
Properties of a GP active learning framework for streaming data with class imbalance.
GECCO
Sara Khanchi, Malcolm I. Heywood, Nur Zincir-Heywood
2017 — conf
Return-oriented programme evolution with ROPER: a proof of concept.
GECCO (Companion)
Olivia Lucca Fraser, Nur Zincir-Heywood, Malcolm I. Heywood, John T. Jacobs
2017 — conf
Solving complex problems with coevolutionary algorithms.
GECCO (Companion)
Krzysztof Krawiec, Malcolm I. Heywood
2016 B conf
Benchmarking a coevolutionary streaming classifier under the individual household electric power consumption dataset.
IJCNN
Alexander Loginov, Malcolm I. Heywood, Garnett Carl Wilson
2016 — conf
Data analytics on network traffic flows for botnet behaviour detection.
SSCI
Duc C. Le, Nur Zincir-Heywood, Malcolm I. Heywood
2016 A conf
Discovering Rubik's Cube Subgroups using Coevolutionary GP: A Five Twist Experiment.
GECCO
Robert J. Smith, Stephen Kelly, Malcolm I. Heywood
2016 B ed.
Genetic Programming - 19th European Conference, EuroGP 2016, Porto, Portugal, March 30 - April 1, 2016, Proceedings
EuroGP
Malcolm I. Heywood, James McDermott, Mauro Castelli, Ernesto Costa, Kevin Sim
2016 — conf
Initiating a Moving Target Network Defense with a Real-time Neuro-evolutionary Detector.
GECCO (Companion)
Robert J. Smith, Ayse Nur Zincir-Heywood, Malcolm I. Heywood, John T. Jacobs
2016 — conf
On Synergies between Diversity and Task Decomposition in Constructing Complex Systems with GP.
GECCO (Companion)
Jessica P. C. Bonson, Stephen Kelly, Andrew R. McIntyre, Malcolm I. Heywood
2016 — conf
On novelty driven evolution in Poker.
SSCI
Jessica P. C. Bonson, Andrew R. McIntyre, Malcolm I. Heywood
2016 B conf
On the Impact of Class Imbalance in GP Streaming Classification with Label Budgets.
EuroGP
Sara Khanchi, Malcolm I. Heywood, Nur Zincir-Heywood
2016 — conf
Smart Phone User Behaviour Characterization Based on Autoencoders and Self Organizing Maps.
ICDM Workshops
Deepthi Rajashekar, Nur Zincir-Heywood, Malcolm I. Heywood
2016 — conf
Solving Complex Problems with Coevolutionary Algorithms.
GECCO (Companion)
Krzysztof Krawiec, Malcolm I. Heywood
2015 B conf
Benchmarking Stream Clustering for Churn Detection in Dynamic Networks.
Discovery Science
Serdar Baran Tatar, Andrew R. McIntyre, Nur Zincir-Heywood, Malcolm I. Heywood
2015 B conf
Better trade exits for foreign exchange currency trading using FXGP.
CEC
Alexander Loginov, Garnett Carl Wilson, Malcolm I. Heywood
2015 J jnl
Evolutionary model building under streaming data for classification tasks: opportunities and challenges.
Genet. Program. Evolvable Mach.
Malcolm I. Heywood
2015 — ch.
Evolving GP Classifiers for Streaming Data Tasks with Concept Change and Label Budgets: A Benchmarking Study.
Handbook of Genetic Programming Applications
Ali Vahdat, Jillian Morgan, Andrew R. McIntyre, Malcolm I. Heywood, Nur Zincir-Heywood
2015 — conf
Feature selection for robust backscatter DDoS detection.
LCN Workshops
Eray Balkanli, Nur Zincir-Heywood, Malcolm I. Heywood
2015 B ed.
Genetic Programming - 18th European Conference, EuroGP 2015, Copenhagen, Denmark, April 8-10, 2015, Proceedings
EuroGP
Penousal Machado, Malcolm I. Heywood, James McDermott, Mauro Castelli, Pablo García-Sánchez, Paolo Burelli, Sebastian Risi, Kevin Sim
2015 A conf
Knowledge Transfer from Keepaway Soccer to Half-field Offense through Program Symbiosis: Building Simple Programs for a Complex Task.
GECCO
Stephen Kelly, Malcolm I. Heywood
2015 — conf
Solving Complex Problems with Coevolutionary Algorithms.
GECCO (Companion)
Malcolm I. Heywood, Krzysztof Krawiec
2015 B conf
Tapped Delay Lines for GP Streaming Data Classification with Label Budgets.
EuroGP
Ali Vahdat, Jillian Morgan, Andrew R. McIntyre, Malcolm I. Heywood, Nur Zincir-Heywood
2014 B ed.
Genetic Programming - 17th European Conference, EuroGP 2014, Granada, Spain, April 23-25, 2014, Revised Selected Papers
EuroGP
Miguel Nicolau, Krzysztof Krawiec, Malcolm I. Heywood, Mauro Castelli, Pablo García-Sánchez, Juan Julián Merelo Guervós, Víctor Manuel Rivas Santos, Kevin Sim
2014 A* conf
Genotypic versus Behavioural Diversity for Teams of Programs under the 4-v-3 Keepaway Soccer Task.
AAAI
Stephen Kelly, Malcolm I. Heywood
2014 B conf
On Diversity, Teaming, and Hierarchical Policies: Observations from the Keepaway Soccer Task.
EuroGP
Stephen Kelly, Malcolm I. Heywood
2014 B conf
On Evolving Multi-agent FX Traders.
EvoApplications
Alexander Loginov, Malcolm I. Heywood
2014 — conf
On botnet behaviour analysis using GP and C4.5.
GECCO (Companion)
Fariba Haddadi, Dylan Runkel, Nur Zincir-Heywood, Malcolm I. Heywood
2014 J jnl
On evolutionary subspace clustering with symbiosis.
Evol. Intell.
Ali Vahdat, Malcolm I. Heywood
2014 — conf
On the application of GP to streaming data classification tasks with label budgets.
GECCO (Companion)
Ali Vahdat, Aaron Atwater, Andrew R. McIntyre, Malcolm I. Heywood
2013 A conf
Benchmarking pareto archiving heuristics in the presence of concept drift: diversity versus age.
GECCO
Aaron Atwater, Malcolm I. Heywood
2013 — conf
Flat vs. symbiotic evolutionary subspace clusterings.
GECCO (Companion)
Ali Vahdat, Malcolm I. Heywood
2013 — conf
Label free change detection on streaming data with cooperative multi-objective genetic programming.
GECCO (Companion)
Sara Rahimi, Andrew R. McIntyre, Malcolm I. Heywood, Nur Zincir-Heywood
2013 B conf
Malicious Automatically Generated Domain Name Detection Using Stateful-SBB.
EvoApplications
Fariba Haddadi, Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood
2013 B conf
On GPU Based Fitness Evaluation with Decoupled Training Partition Cardinality.
EvoApplications
Jazz Alyxzander Turner-Baggs, Malcolm I. Heywood
2013 B conf
On the Utility of Trading Criteria Based Retraining in Forex Markets.
EvoApplications
Alexander Loginov, Malcolm I. Heywood
2013 A conf
On the impact of streaming interface heuristics on GP trading agents: an FX benchmarking study.
GECCO
Alexander Loginov, Malcolm I. Heywood
2012 A conf
GP under streaming data constraints: a case for pareto archiving?
GECCO
Aaron Atwater, Malcolm I. Heywood, Nur Zincir-Heywood
2012 A conf
Hierarchical task decomposition through symbiosis in reinforcement learning.
GECCO
John A. Doucette, Peter Lichodzijewski, Malcolm I. Heywood
2012 B conf
Network Protocol Discovery and Analysis via Live Interaction.
EvoApplications
Patrick LaRoche, Nur Zincir-Heywood, Malcolm I. Heywood
2012 B conf
On run time libraries and hierarchical symbiosis.
IEEE Congress on Evolutionary Computation
Stephen Kelly, Peter Lichodzijewski, Malcolm I. Heywood
2012 J jnl
Symbiotic coevolutionary genetic programming: a benchmarking study under large attribute spaces.
Genet. Program. Evolvable Mach.
John A. Doucette, Andrew R. McIntyre, Peter Lichodzijewski, Malcolm I. Heywood
2012 B conf
Symbiotic evolutionary subspace clustering.
IEEE Congress on Evolutionary Computation
Ali Vahdat, Malcolm I. Heywood, Nur Zincir-Heywood
2011 J jnl
Can a good offense be a good defense? Vulnerability testing of anomaly detectors through an artificial arms race.
Appl. Soft Comput.
Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood
2011 J jnl
Classification as Clustering: A Pareto Cooperative-Competitive GP Approach.
Evol. Comput.
Andrew R. McIntyre, Malcolm I. Heywood
2011 J jnl
Evolutionary computation as an artificial attacker: generating evasion attacks for detector vulnerability testing.
Evol. Intell.
Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood
2011 — conf
Exploring the state space of an application protocol: A case study of SMTP.
CICS
Patrick LaRoche, Nur Zincir-Heywood, Malcolm I. Heywood
2011 — conf
Genetic optimization and hierarchical clustering applied to encrypted traffic identification.
CICS
Carlos Bacquet, Nur Zincir-Heywood, Malcolm I. Heywood
2011 B conf
Revisiting the Acrobot 'height' task: An example of efficient evolutionary policy search under an episodic goal seeking task.
IEEE Congress on Evolutionary Computation
John A. Doucette, Malcolm I. Heywood
2010 B conf
An analysis of clustering objectives for feature selection applied to encrypted traffic identification.
IEEE Congress on Evolutionary Computation
Carlos Bacquet, Nur Zincir-Heywood, Malcolm I. Heywood
2010 B conf
Bottom-up evolutionary subspace clustering.
IEEE Congress on Evolutionary Computation
Ali Vahdat, Malcolm I. Heywood, Nur Zincir-Heywood
2010 B conf
Novelty-Based Fitness: An Evaluation under the Santa Fe Trail.
EuroGP
John A. Doucette, Malcolm I. Heywood
2010 — conf
Symbiogenesis as a Mechanism for Building Complex Adaptive Systems: A Review.
EvoApplications (1)
Malcolm I. Heywood, Peter Lichodzijewski
2010 A conf
Symbiosis, complexification and simplicity under GP.
GECCO
Peter Lichodzijewski, Malcolm I. Heywood
2010 — conf
Using Code Bloat to Obfuscate Evolved Network Traffic.
EvoApplications (2)
Patrick LaRoche, Nur Zincir-Heywood, Malcolm I. Heywood
2009 Misc conf
An Investigation of Multi-objective Genetic Algorithms for Encrypted Traffic Identification.
CISIS
Carlos Bacquet, Nur Zincir-Heywood, Malcolm I. Heywood
2009 A conf
Benchmarking coevolutionary teaming under classification problems with large attribute spaces.
GECCO
John A. Doucette, Peter Lichodzijewski, Malcolm I. Heywood
2009 — conf
Classifying SSH encrypted traffic with minimum packet header features using genetic programming.
GECCO (Companion)
Riyad Alshammari, Peter Lichodzijewski, Malcolm I. Heywood, Nur Zincir-Heywood
2009 A conf
Evolutionary clustering with arbitrary subspaces.
GECCO
Farzaneh Naghibi, Ali Vahdat, Malcolm I. Heywood
2009 — conf
Evolving Indirectly Represented Melodies with Corpus-Based Fitness Evaluation.
EvoWorkshops
Jacek Wolkowicz, Malcolm I. Heywood, Vlado Keselj
2009 — conf
Evolving TCP/IP packets: A case study of port scans.
CISDA
Patrick LaRoche, Nur Zincir-Heywood, Malcolm I. Heywood
2009 — conf
Generating mimicry attacks using genetic programming: A benchmarking study.
CICS
Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood, Stefan Burschka
2009 B conf
One-Class Genetic Programming.
EuroGP
Robert Curry, Malcolm I. Heywood
2009 — conf
Optimizing anomaly detector deployment under evolutionary black-box vulnerability testing.
CISDA
Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood, Stefan Burschka
2009 — conf
Testing Detector Parameterization Using Evolutionary Exploit Generation.
EvoWorkshops
Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood, Stefan Burschka
2008 J jnl
Coevolutionary bid-based genetic programming for problem decomposition in classification.
Genet. Program. Evolvable Mach.
Peter Lichodzijewski, Malcolm I. Heywood
2008 B conf
Cooperative Problem Decomposition in Pareto Competitive Classifier Models of Coevolution.
EuroGP
Andrew R. McIntyre, Malcolm I. Heywood
2008 B conf
GP Classification under Imbalanced Data sets: Active Sub-sampling and AUC Approximation.
EuroGP
John A. Doucette, Malcolm I. Heywood
2008 A conf
Managing team-based problem solving with symbiotic bid-based genetic programming.
GECCO
Peter Lichodzijewski, Malcolm I. Heywood
2007 J jnl
A hierarchical SOM-based intrusion detection system.
Eng. Appl. Artif. Intell.
Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood
2007 — conf
Automatically Evading IDS Using GP Authored Attacks.
CISDA
Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood
2007 — conf
Evolving Buffer Overflow Attacks with Detector Feedback.
EvoWorkshops
Hilmi Günes Kayacik, Malcolm I. Heywood, Nur Zincir-Heywood
2007 J jnl
Foundations for an intelligent business logic engine using genetic programming and RuleML-based services.
Int. J. Bus. Process. Integr. Manag.
Garnett Carl Wilson, Malcolm I. Heywood
2007 B conf
GP Classifier Problem Decomposition Using First-Price and Second-Price Auctions.
EuroGP
Peter Lichodzijewski, Malcolm I. Heywood
2007 B conf
Growing recurrent self organizing map.
SMC
Ozge Yeloglu, Nur Zincir-Heywood, Malcolm I. Heywood
2007 J jnl
Introducing probabilistic adaptive mapping developmental genetic programming with redundant mappings.
Genet. Program. Evolvable Mach.
Garnett Carl Wilson, Malcolm I. Heywood
2007 A conf
Learning recursive programs with cooperative coevolution of genetic code mapping and genotype.
GECCO
Garnett Carl Wilson, Malcolm I. Heywood
2007 B conf
Multi-objective competitive coevolution for efficient GP classifier problem decomposition.
SMC
Andrew R. McIntyre, Malcolm I. Heywood
2007 B conf
One-class learning with multi-objective genetic programming.
SMC
Robert Curry, Malcolm I. Heywood
2007 A conf
Pareto-coevolutionary genetic programming for problem decomposition in multi-class classification.
GECCO
Peter Lichodzijewski, Malcolm I. Heywood
2007 J jnl
Scaling Genetic Programming to Large Datasets Using Hierarchical Dynamic Subset Selection.
IEEE Trans. Syst. Man Cybern. Part B
Robert Curry, Peter Lichodzijewski, Malcolm I. Heywood
2007 B conf
Training Binary GP Classifiers Efficiently: A Pareto-coevolutionary Approach.
EuroGP
Michal Lemczyk, Malcolm I. Heywood
2006 J jnl
Adding more intelligence to the network routing problem: AntNet and Ga-agents.
Appl. Soft Comput.
Suihong Liang, Nur Zincir-Heywood, Malcolm I. Heywood
2006 A conf
Improving GP classifier generalization using a cluster separation metric.
GECCO
Ashley George, Malcolm I. Heywood
2006 A conf
MOGE: GP classification problem decomposition using multi-objective optimization.
GECCO
Andrew R. McIntyre, Malcolm I. Heywood
2006 A conf
On evolving buffer overflow attacks using genetic programming.
GECCO
Hilmi Günes Kayacik, Malcolm I. Heywood, Nur Zincir-Heywood
2006 A conf
Pareto-coevolutionary genetic programming classifier.
GECCO
Michal Lemczyk, Malcolm I. Heywood
2006 B conf
Probabilistic (Genotype) Adaptive Mapping Combinations for Developmental Genetic Programming.
IEEE Congress on Evolutionary Computation
Garnett Carl Wilson, Malcolm I. Heywood
2006 A conf
Probabilistic Adaptive Mapping Developmental Genetic Programming (PAM DGP): A New Developmental Approach.
PPSN
Garnett Carl Wilson, Malcolm I. Heywood
2005 B conf
Automated Optic Nerve Analysis for Diagnostic Support in Glaucoma.
CBMS
Jin Yu, Syed Sibte Raza Abidi, Paul Habib Artes, Andrew R. McIntyre, Malcolm I. Heywood
2005 B conf
CasGP: building cascaded hierarchical models using niching.
Congress on Evolutionary Computation
Peter Lichodzijewski, Malcolm I. Heywood, Nur Zincir-Heywood
2005 — conf
Comparing Dimension Reduction Techniques for Document Clustering.
Canadian AI
Bin Tang, Michael A. Shepherd, Malcolm I. Heywood, Xiao Luo
2005 B conf
Context-Based Repeated Sequences in Linear Genetic Programming.
EuroGP
Garnett Carl Wilson, Malcolm I. Heywood
2005 — conf
Diagnostic Support for Glaucoma Using Retinal Images: A Hybrid Image Analysis and Data Mining Approach.
MIE
Jin Yu, Syed Sibte Raza Abidi, Paul Habib Artes, Andy McIntyre, Malcolm I. Heywood
2005 B conf
Evaluation of cluster combination functions for mixture of experts.
IJCNN
Robert Redhead, Malcolm I. Heywood
2005 A conf
Evolving Successful Stack Overflow Attacks for Vulnerability Testing.
ACSAC
Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood
2005 A conf
Evolving recurrent models using linear GP.
GECCO
Xiao Luo, Malcolm I. Heywood, Nur Zincir-Heywood
2005 C conf
Selecting Features for Intrusion Detection: A Feature Relevance Analysis on KDD 99.
PST
Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood
2005 J jnl
Speeding up the Self-Organizing Feature Map Using Dynamic Subset Selection.
Neural Process. Lett.
Leigh Wetmore, Malcolm I. Heywood, Nur Zincir-Heywood
2005 B conf
Toward co-evolutionary training of a multi-class classifier.
Congress on Evolutionary Computation
Andrew R. McIntyre, Malcolm I. Heywood
2005 J jnl
Training genetic programming on half a million patterns: an example from anomaly detection.
IEEE Trans. Evol. Comput.
Dong Song, Malcolm I. Heywood, Nur Zincir-Heywood
2005 B conf
Training the SOFM efficiently: an example from intrusion detection.
IJCNN
Leigh Wetmore, Ayse Nur Zincir-Heywood, Malcolm I. Heywood
2005 A conf
Use of a genetic algorithm in brill's transformation-based part-of-speech tagger.
GECCO
Garnett Carl Wilson, Malcolm I. Heywood
2004 B conf
Cascaded GP models for data mining.
IEEE Congress on Evolutionary Computation
Peter Lichodzijewski, Malcolm I. Heywood, Nur Zincir-Heywood
2004 — conf
On Dataset Biases in a Learning System with Minimum A Priori Information for Intrusion Detection.
CNSR
Hilmi Günes Kayacik, Nur Zincir-Heywood, Malcolm I. Heywood
2004 — conf
On Multi-class Classification by Way of Niching.
GECCO (2)
Andrew R. McIntyre, Malcolm I. Heywood
2004 — conf
On Naïve Crossover Biases with Reproduction for Simple Solutions to Classification Problems.
GECCO (2)
M. David Terrio, Malcolm I. Heywood
2004 J jnl
Resource Review: Three Open Source Systems for Evolving Programs-Lilgp, ECJ and Grammatical Evolution.
Genet. Program. Evolvable Mach.
Garnett Carl Wilson, Andrew R. McIntyre, Malcolm I. Heywood
2004 — conf
Toward Glaucoma Classification with Moment Methods.
CRV
Andrew R. McIntyre, Malcolm I. Heywood, Paul Habib Artes, Syed Sibte Raza Abidi
2004 — conf
Towards Efficient Training on Large Datasets for Genetic Programming.
Canadian AI
Robert Curry, Malcolm I. Heywood
2003 B conf
"Freecell" neural network heuristics.
IJCNN
Alphonsus Dunphy, Malcolm I. Heywood
2003 A conf
A Linear Genetic Programming Approach to Intrusion Detection.
GECCO
Dong Song, Malcolm I. Heywood, Nur Zincir-Heywood
2003 B conf
On the capability of an SOM based intrusion detection system.
IJCNN
Hilmi Günes Kayacik, Ayse Nur Zincir-Heywood, Malcolm I. Heywood
2003 B conf
Predicting intrusions with local linear models.
IJCNN
Pingzhao Hu, Malcolm I. Heywood
2003 B conf
The self-organization by lateral inhibition model: validation of clustering.
IJCNN
Bin Tang, Malcolm I. Heywood, Michael A. Shepherd
2002 J jnl
Dynamic page based crossover in linear genetic programming.
IEEE Trans. Syst. Man Cybern. Part B
Malcolm I. Heywood, Nur Zincir-Heywood
2002 A conf
Intelligent Packets For Dynamic Network Routing Using Distributed Genetic Algorithm.
GECCO
Suihong Liang, Nur Zincir-Heywood, Malcolm I. Heywood
2002 J jnl
Object-Orientated Design of Digital Library Platforms for Multiagent Environments.
IEEE Trans. Knowl. Data Eng.
Nur Zincir-Heywood, Malcolm I. Heywood, Chris R. Chatwin
2002 B conf
The effect of routing under local information using a social insect metaphor.
IEEE Congress on Evolutionary Computation
Suiliong Liang, Nur Zincir-Heywood, Malcolm I. Heywood
2001 — conf
Negotiating Agents in Manufacturing Decision Making Processes.
E-Commerce Agents
Pouwan Lei, Malcolm I. Heywood, Chris R. Chatwin
2000 — conf
Continuous Optimal Controllers Using Hierarchical Mixtures of Experts.
IJCNN (4)
V. Paraskevopoulos, Chris R. Chatwin, Malcolm I. Heywood
2000 J jnl
Digital library query clearing using clustering and fuzzy decision-making.
Inf. Process. Manag.
Malcolm I. Heywood, Nur Zincir-Heywood, Chris R. Chatwin
2000 J jnl
Heterogeneous Digital Library Query Platform Using a Truly Distributed Multi-Agent Search.
Int. J. Cooperative Inf. Syst.
Nur Zincir-Heywood, Malcolm I. Heywood, Chris R. Chatwin, Turhan Tunali
2000 B conf
Page-based linear genetic programming.
SMC
Malcolm I. Heywood, Ayse Nur Zincir-Heywood
2000 Misc conf
Reconfigurable computing implementation of binary morphological operators using 4-, 6- and 8-connectivity.
ICASSP
H. M. Talu, E. Igci, M. E. Tekin, H. S. Sevtekin, B. Ç. Genç, Malcolm I. Heywood
2000 B conf
Register Based Genetic Programming on FPGA Computing Platforms.
EuroGP
Malcolm I. Heywood, Nur Zincir-Heywood
1999 J jnl
Real-time digital-optical correlator-systems design.
Microprocess. Microsystems
David Budgett, Malcolm I. Heywood, Rupert C. D. Young, Chris R. Chatwin, Shipping Huang, Philip Birch, Maria Farsari, Chris D. Bradfield
1998 J jnl
Systems control for a micro-stereolithography prototype.
Microprocess. Microsystems
Shipping Huang, Malcolm I. Heywood, Rupert C. D. Young, Maria Farsari, Chris R. Chatwin
1995 J jnl
A framework for improved training of Sigma-Pi networks.
IEEE Trans. Neural Networks
Malcolm I. Heywood, Peter Noakes
1994 — —
A practical framework for training sigma-pi neural networks with an application in rotation invariant pattern recognition.
Malcolm I. Heywood
1993 — conf
Simple addition to back-propagation learning for dynamic weight pruning, sparse network extraction and faster learning.
ICNN
Malcolm I. Heywood, Peter Noakes