Publications
Selected Refereed Publications:
- Sara Rahimi, Andrew R. McIntyre, Malcolm I. Heywood, A. Nur Zincir-Heywood: Label free change detection on streaming data with cooperative multi-objective genetic programming. GECCO (Companion) 2013.
- Doucette, J. A., McIntyre, A. R., Lichodzijewski, P, Heywood, M. I., Symbiotic Coevolutionary Genetic Programming: A Benchmarking Study under Large Attribute Spaces. Genetic Programming and Evolvovable Machines, Springer Verlag. To appear, 2012.
- McIntyre, A. R., Heywood, M. I., Classification as Clustering: A Pareto Cooperative-Competitive GP Approach. Evolutionary Computation, MIT Press, Spring 2011, Vol. 19, No. 1, Pages 137-166.
- McIntyre, A. R., Heywood, M. I., Pareto Cooperative-Competitive GP: A Robust Scalable Framework for Classification. Genetic Programming Theory and Practice VI, Springer Verlag. Riolo, Rick; Soule, Terence; Worzel, Bill (Eds.) 2009, XIV, 274 p. 100 illus., 2009.
- McIntyre, A. R., Heywood, M. I., Cooperative Problem Decomposition in Pareto Competitive Classifier Models of Coevolution. The Eleventh European Conference on Genetic Programming (Euro GP 2008), 2008.
- McIntyre, A. R., Heywood, M. I., Multi-Objective Competitive Coevolution for Efficient GP Classifier Problem Decomposition. Proceedings of IEEE International Conference on Systems, Man and Cybernetics (SMC 2007), 2007.
- McIntyre, A. R., Heywood, M. I., MOGE: GP Classification Problem Decomposition using Multi-objective Optimization. Proceedings of Genetic and Evolutionary Computation Conference 2006 (GECCO 2006), 2006.
- McIntyre, A. R., Heywood, M. I., Toward Co-evolutionary Training of a Multi-class Classifier. Proceedings of IEEE Congress on Evolutionary Computation 2005 (CEC 2005), 2005.
- Jin Yu, Syed Sibte Raza Abidi, Paul Habib Artes, Andrew McIntyre, Malcolm Heywood, Automated Optic Nerve Analysis for Diagnostic Support in Glaucoma. Proceedings of IEEE International Symposium on Computer-Based Medical Systems (CBMS 2005), 2005.
- McIntyre, A. R., Heywood, M. I., On Multi-class Classification by way of Niching. Proceedings of Genetic and Evolutionary Computation Conference 2004, Lecture Notes in Computer Science, Springer Verlag, 2004 .3
- McIntyre, A. R., Heywood, M. I., Toward Glaucoma Classification by way of Moment Methods. Proceedings of the IEEE Canadian Conference on Computer and Robot Vision 2004 (CRV 2004). pp. 265-273, May 2004.1
- Wilson, G. C., McIntyre, A. R., Heywood, M. I., Resource Review: Three Open Source Systems for Evolving Programs: Lilgp, ECJ and Grammatical Evolution. Genetic Programming and Evolvable Machines, Eds. Wolfgang Banzhaf, William B. Langdon, Kluwer Academic Press, The Netherlands, Volume 5, Issue 1. pp. 103-106, Mar 2004.2
- McIntyre, A. R., Heywood, M. I., A Grammatical Evolution Multi-Classifier through Crowding. Late Breaking Papers of Genetic and Evolutionary Computation Conference 2003. Jul 12-16, 2003.
- McIntyre, A. R., Heywood, M. I., Exploring Content-Based Image Indexing Techniques in the Compressed Domain. Proceedings of the IEEE Canadian Conference on Electrical and Computer Engineering, 2002 (CCECE 2002). Volume 2, pp. 957 - 962, May 2002.1
Theses / Technical Reports / Abstracts:
- McIntyre, A. R. Heywood, M. I. A Co-evolutionary Classification Framework for Genetic Programming.Bluenoe Neumerical Analysis Day, Dalhousie University Department of Math, Halifax,Nova Scotia, June 2008.
- McIntyre, A. R., Heywood, M. I. Classification in Genetic Programming; a Cooperative / Competitive Coevolution Approach. D-Drive / IRMACS Coast-To-Coast Seminar Series, Dalhousie University Faculty of Computer Science, March 2008.5
- McIntyre, A. R. Novelty Detection + Coevolution = Automatic Problem Decomposition: A Framework for Scalable Genetic Programming Classifiers. Ph.D. Thesis, Dalhousie University Faculty of Computer Science, Nov. 2007.4
- McIntyre, A. R. Scaling Genetic Programming Classifiers Using Parasite Models and Multi-Objective Optimization. Ph.D. Thesis Proposal Defence, Dalhousie University Faculty of Computer Science, Jul. 2006.4
- McIntyre, A. R., Heywood, M. I., Multi-Objective Classification in the Medical Domain using Genetic Programming. Proceedings of IS2006: 16th Annual Canadian Conference on Intelligent Systems. Victoria, BC, June 2006.
- McIntyre, A. R. On Image Classification Using Methods of Moments and Genetic Programming. Ph.D. Research Aptitude Exam, Dalhousie University Faculty of Computer Science, Apr. 2004.
- McIntyre, A. R., Heywood, M. I., Classification with Grammatical Evolution. Proceedings of the 2nd Annual Dalhousie Computer Science In-House Conference, DCSI 2003. Sept. 2003.
- McIntyre, A. R., Heywood, M. I., On the Significance of Spatial Image Indexing. Technical Report, Dec. 2003.
1 Document available through
IEEE Xplore ®.
2 Document available through
Kluwer Academic Publishers.
3 Document available through
Springer Verlag.
4 Document available
locally.
5 Document available though
D-Drive.