Malcolm I. Heywood
Orcid: 0000-0002-1521-0671Affiliations:
- Dalhousie University, Nova Scotia, Canada
According to our database1,
Malcolm I. Heywood
authored at least 166 papers
between 1993 and 2024.
Collaborative distances:
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Bibliography
2024
Large language models and unsupervised feature learning: implications for log analysis.
Ann. des Télécommunications, December, 2024
J. Netw. Syst. Manag., July, 2024
IEEE Trans. Artif. Intell., April, 2024
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., 2024
Emergent Braitenberg-style Behaviours for Navigating the ViZDoom 'My Way Home' Labyrinth.
CoRR, 2024
Simple Efficient Evolutionary Ensemble Learning on Network Intrusion Detection Benchmarks.
Proceedings of the Applications of Evolutionary Computation - 27th European Conference, 2024
Improving Real-Time Anomaly Detection using Multiple Instances of Micro-Cluster Detection.
Proceedings of the 20th International Conference on Network and Service Management, 2024
Emergent Discovery of Reinforced Programs using Q-Learning and Planning: A Proof of Concept.
Proceedings of the IEEE Congress on Evolutionary Computation, 2024
2023
Proceedings of the Genetic Programming - 26th European Conference, 2023
MIMC: Anomaly Detection in Network Data via Multiple Instances of Micro-Cluster Detection.
Proceedings of the 19th International Conference on Network and Service Management, 2023
2022
it Inf. Technol., 2022
Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022
Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022
Benchmarking genetic programming in a multi-action reinforcement learning locomotion task.
Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022
2021
Emergent Tangled Program Graphs in Partially Observable Recursive Forecasting and ViZDoom Navigation Tasks.
ACM Trans. Evol. Learn. Optim., 2021
Stock selection heuristics for performing frequent intraday trading with genetic programming.
Genet. Program. Evolvable Mach., 2021
Proceedings of the IEEE Security and Privacy Workshops, 2021
Finding Simple Solutions to Multi-Task Visual Reinforcement Learning Problems with Tangled Program Graphs.
Proceedings of the Genetic Programming Theory and Practice XVIII [GPTP 2021]., 2021
On the impact of tangled program graph marking schemes under the atari reinforcement learning benchmark.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021
Proceedings of the IEEE Congress on Evolutionary Computation, 2021
Proceedings of the ARES 2021: The 16th International Conference on Availability, 2021
2020
Analyzing Data Granularity Levels for Insider Threat Detection Using Machine Learning.
IEEE Trans. Netw. Serv. Manag., 2020
2019
J. Cyber Secur. Mobil., 2019
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2019
Proceedings of the IFIP/IEEE International Symposium on Integrated Network Management, 2019
Proceedings of the Genetic Programming Theory and Practice XVII [GPTP 2019, 2019
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019
Proceedings of the Genetic and Evolutionary Computation Conference, 2019
A Model of External Memory for Navigation in Partially Observable Visual Reinforcement Learning Tasks.
Proceedings of the Genetic Programming - 22nd European Conference, 2019
2018
Discovering Agent Behaviors Through Code Reuse: Examples From Half-Field Offense and Ms. Pac-Man.
IEEE Trans. Games, 2018
On botnet detection with genetic programming under streaming data label budgets and class imbalance.
Swarm Evol. Comput., 2018
Evol. Comput., 2018
Proceedings of the 2018 IEEE/IFIP Network Operations and Management Symposium, 2018
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018
Emergent Policy Discovery for Visual Reinforcement Learning Through Tangled Program Graphs: A Tutorial.
Proceedings of the Genetic Programming Theory and Practice XVI, 2018
Proceedings of the Genetic and Evolutionary Computation Conference, 2018
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2018
Proceedings of the Genetic Programming - 21st European Conference, 2018
2017
Proceedings of the Genetic and Evolutionary Computation Conference, 2017
Properties of a GP active learning framework for streaming data with class imbalance.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017
Proceedings of the Genetic and Evolutionary Computation Conference, 2017
Proceedings of the Genetic and Evolutionary Computation Conference, 2017
Proceedings of the Genetic Programming - 20th European Conference, 2017
2016
Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence, 2016
Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence, 2016
Benchmarking a coevolutionary streaming classifier under the individual household electric power consumption dataset.
Proceedings of the 2016 International Joint Conference on Neural Networks, 2016
Smart Phone User Behaviour Characterization Based on Autoencoders and Self Organizing Maps.
Proceedings of the IEEE International Conference on Data Mining Workshops, 2016
Initiating a Moving Target Network Defense with a Real-time Neuro-evolutionary Detector.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016
Proceedings of the 2016 on Genetic and Evolutionary Computation Conference, Denver, CO, USA, July 20, 2016
Proceedings of the Genetic and Evolutionary Computation Conference, 2016
On Synergies between Diversity and Task Decomposition in Constructing Complex Systems with GP.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016
Proceedings of the Genetic Programming - 19th European Conference, 2016
2015
Evolving GP Classifiers for Streaming Data Tasks with Concept Change and Label Budgets: A Benchmarking Study.
Proceedings of the Handbook of Genetic Programming Applications, 2015
Evolutionary model building under streaming data for classification tasks: opportunities and challenges.
Genet. Program. Evolvable Mach., 2015
Proceedings of the 40th IEEE Local Computer Networks Conference Workshops, 2015
Knowledge Transfer from Keepaway Soccer to Half-field Offense through Program Symbiosis: Building Simple Programs for a Complex Task.
Proceedings of the Genetic and Evolutionary Computation Conference, 2015
Proceedings of the Genetic Programming - 18th European Conference, 2015
Proceedings of the Discovery Science - 18th International Conference, 2015
Proceedings of the IEEE Congress on Evolutionary Computation, 2015
2014
Proceedings of the Genetic and Evolutionary Computation Conference, 2014
Proceedings of the Genetic and Evolutionary Computation Conference, 2014
Proceedings of the Applications of Evolutionary Computation - 17th European Conference, 2014
On Diversity, Teaming, and Hierarchical Policies: Observations from the Keepaway Soccer Task.
Proceedings of the Genetic Programming - 17th European Conference, 2014
Genotypic versus Behavioural Diversity for Teams of Programs under the 4-v-3 Keepaway Soccer Task.
Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014
2013
Proceedings of the Genetic and Evolutionary Computation Conference, 2013
Label free change detection on streaming data with cooperative multi-objective genetic programming.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013
On the impact of streaming interface heuristics on GP trading agents: an FX benchmarking study.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013
Benchmarking pareto archiving heuristics in the presence of concept drift: diversity versus age.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013
Proceedings of the Applications of Evolutionary Computation - 16th European Conference, 2013
Proceedings of the Applications of Evolutionary Computation - 16th European Conference, 2013
Proceedings of the Applications of Evolutionary Computation - 16th European Conference, 2013
2012
Symbiotic coevolutionary genetic programming: a benchmarking study under large attribute spaces.
Genet. Program. Evolvable Mach., 2012
Proceedings of the Genetic and Evolutionary Computation Conference, 2012
Proceedings of the Genetic and Evolutionary Computation Conference, 2012
Proceedings of the Applications of Evolutionary Computation, 2012
Proceedings of the IEEE Congress on Evolutionary Computation, 2012
Proceedings of the IEEE Congress on Evolutionary Computation, 2012
2011
Evolutionary computation as an artificial attacker: generating evasion attacks for detector vulnerability testing.
Evol. Intell., 2011
Evol. Comput., 2011
Can a good offense be a good defense? Vulnerability testing of anomaly detectors through an artificial arms race.
Appl. Soft Comput., 2011
Proceedings of the 2011 IEEE Symposium on Computational Intelligence in Cyber Security, 2011
Genetic optimization and hierarchical clustering applied to encrypted traffic identification.
Proceedings of the 2011 IEEE Symposium on Computational Intelligence in Cyber Security, 2011
Revisiting the Acrobot 'height' task: An example of efficient evolutionary policy search under an episodic goal seeking task.
Proceedings of the IEEE Congress on Evolutionary Computation, 2011
2010
Proceedings of the Genetic and Evolutionary Computation Conference, 2010
Proceedings of the Applications of Evolutionary Computation, 2010
Proceedings of the Applications of Evolutionary Computation, 2010
Proceedings of the Genetic Programming, 13th European Conference, 2010
Proceedings of the IEEE Congress on Evolutionary Computation, 2010
An analysis of clustering objectives for feature selection applied to encrypted traffic identification.
Proceedings of the IEEE Congress on Evolutionary Computation, 2010
2009
Proceedings of the Genetic and Evolutionary Computation Conference, 2009
Benchmarking coevolutionary teaming under classification problems with large attribute spaces.
Proceedings of the Genetic and Evolutionary Computation Conference, 2009
Classifying SSH encrypted traffic with minimum packet header features using genetic programming.
Proceedings of the Genetic and Evolutionary Computation Conference, 2009
Proceedings of the Applications of Evolutionary Computing, 2009
Proceedings of the Applications of Evolutionary Computing, 2009
Proceedings of the Genetic Programming, 12th European Conference, 2009
An Investigation of Multi-objective Genetic Algorithms for Encrypted Traffic Identification.
Proceedings of the Computational Intelligence in Security for Information Systems, 2009
Proceedings of the 2009 IEEE Symposium on Computational Intelligence for Security and Defense Applications, 2009
Optimizing anomaly detector deployment under evolutionary black-box vulnerability testing.
Proceedings of the 2009 IEEE Symposium on Computational Intelligence for Security and Defense Applications, 2009
Proceedings of the 2009 IEEE Symposium on Computational Intelligence in Cyber Security, 2009
2008
Coevolutionary bid-based genetic programming for problem decomposition in classification.
Genet. Program. Evolvable Mach., 2008
Proceedings of the Genetic and Evolutionary Computation Conference, 2008
Cooperative Problem Decomposition in Pareto Competitive Classifier Models of Coevolution.
Proceedings of the Genetic Programming, 11th European Conference, 2008
GP Classification under Imbalanced Data sets: Active Sub-sampling and AUC Approximation.
Proceedings of the Genetic Programming, 11th European Conference, 2008
2007
Scaling Genetic Programming to Large Datasets Using Hierarchical Dynamic Subset Selection.
IEEE Trans. Syst. Man Cybern. Part B, 2007
Foundations for an intelligent business logic engine using genetic programming and RuleML-based services.
Int. J. Bus. Process. Integr. Manag., 2007
Introducing probabilistic adaptive mapping developmental genetic programming with redundant mappings.
Genet. Program. Evolvable Mach., 2007
Proceedings of the IEEE International Conference on Systems, 2007
Multi-objective competitive coevolution for efficient GP classifier problem decomposition.
Proceedings of the IEEE International Conference on Systems, 2007
Proceedings of the IEEE International Conference on Systems, 2007
Learning recursive programs with cooperative coevolution of genetic code mapping and genotype.
Proceedings of the Genetic and Evolutionary Computation Conference, 2007
Pareto-coevolutionary genetic programming for problem decomposition in multi-class classification.
Proceedings of the Genetic and Evolutionary Computation Conference, 2007
Proceedings of the Applications of Evolutinary Computing, 2007
Proceedings of the Genetic Programming, 10th European Conference, 2007
Proceedings of the Genetic Programming, 10th European Conference, 2007
Proceedings of the 2007 IEEE Symposium on Computational Intelligence in Security and Defense Applications, 2007
2006
Appl. Soft Comput., 2006
Probabilistic Adaptive Mapping Developmental Genetic Programming (PAM DGP): A New Developmental Approach.
Proceedings of the Parallel Problem Solving from Nature, 2006
Proceedings of the Genetic and Evolutionary Computation Conference, 2006
Proceedings of the Genetic and Evolutionary Computation Conference, 2006
Proceedings of the Genetic and Evolutionary Computation Conference, 2006
Proceedings of the Genetic and Evolutionary Computation Conference, 2006
Probabilistic (Genotype) Adaptive Mapping Combinations for Developmental Genetic Programming.
Proceedings of the IEEE International Conference on Evolutionary Computation, 2006
2005
Training genetic programming on half a million patterns: an example from anomaly detection.
IEEE Trans. Evol. Comput., 2005
Neural Process. Lett., 2005
Proceedings of the Third Annual Conference on Privacy, 2005
Diagnostic Support for Glaucoma Using Retinal Images: A Hybrid Image Analysis and Data Mining Approach.
Proceedings of the Connecting Medical Informatics and Bio-Informatics - Proceedings of MIE 2005, 2005
Proceedings of the IEEE International Joint Conference on Neural Networks, 2005
Proceedings of the Genetic and Evolutionary Computation Conference, 2005
Proceedings of the Genetic and Evolutionary Computation Conference, 2005
Proceedings of the Genetic Programming, 8th European Conference, 2005
Proceedings of the IEEE Congress on Evolutionary Computation, 2005
Proceedings of the IEEE Congress on Evolutionary Computation, 2005
Proceedings of the 18th IEEE Symposium on Computer-Based Medical Systems (CBMS 2005), 2005
Proceedings of the Advances in Artificial Intelligence, 2005
Proceedings of the 21st Annual Computer Security Applications Conference (ACSAC 2005), 2005
2004
Resource Review: Three Open Source Systems for Evolving Programs-Lilgp, ECJ and Grammatical Evolution.
Genet. Program. Evolvable Mach., 2004
On Naïve Crossover Biases with Reproduction for Simple Solutions to Classification Problems.
Proceedings of the Genetic and Evolutionary Computation, 2004
Proceedings of the Genetic and Evolutionary Computation, 2004
Proceedings of the 1st Canadian Conference on Computer and Robot Vision (CRV 2004) 17-19 May 2004, 2004
On Dataset Biases in a Learning System with Minimum A Priori Information for Intrusion Detection.
Proceedings of the 2nd Annual Conference on Communication Networks and Services Research (CNSR 2004), 2004
Proceedings of the IEEE Congress on Evolutionary Computation, 2004
Proceedings of the Advances in Artificial Intelligence, 2004
2003
Proceedings of the International Joint Conference on Neural Networks, 2003
Proceedings of the International Joint Conference on Neural Networks, 2003
Proceedings of the International Joint Conference on Neural Networks, 2003
Proceedings of the International Joint Conference on Neural Networks, 2003
Proceedings of the Genetic and Evolutionary Computation, 2003
2002
IEEE Trans. Syst. Man Cybern. Part B, 2002
IEEE Trans. Knowl. Data Eng., 2002
Intelligent Packets For Dynamic Network Routing Using Distributed Genetic Algorithm.
Proceedings of the GECCO 2002: Proceedings of the Genetic and Evolutionary Computation Conference, 2002
Proceedings of the 2002 Congress on Evolutionary Computation, 2002
2001
Proceedings of the E-Commerce Agents, 2001
2000
Inf. Process. Manag., 2000
Heterogeneous Digital Library Query Platform Using a Truly Distributed Multi-Agent Search.
Int. J. Cooperative Inf. Syst., 2000
Proceedings of the IEEE International Conference on Systems, 2000
Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000
Reconfigurable computing implementation of binary morphological operators using 4-, 6- and 8-connectivity.
Proceedings of the IEEE International Conference on Acoustics, 2000
Proceedings of the Genetic Programming, European Conference, 2000
1999
Microprocess. Microsystems, 1999
1998
Microprocess. Microsystems, 1998
1995
IEEE Trans. Neural Networks, 1995
1994
A practical framework for training sigma-pi neural networks with an application in rotation invariant pattern recognition.
PhD thesis, 1994
1993
Simple addition to back-propagation learning for dynamic weight pruning, sparse network extraction and faster learning.
Proceedings of International Conference on Neural Networks (ICNN'88), San Francisco, CA, USA, March 28, 1993