Evolutionary Multi-Objective Optimisation

Selected Papers on Evolutionary Multi-Objective Optimisation

Refereed Journal Papers

• Bing Xue, Mengjie Zhang, Will Browne. "Particle Swarm Optimisation for Feature Selection in Classification: A Multi-Objective Approach". IEEE Transactions on Systems, Man, and Cybernetics (Part B). (13 Dec 2012 published online).
• Su Nguyen, Mengjie Zhang, Mark Johnston, Kay Chen Tan. "A MO-GPHH Approach to Dynamic Job Shop Scheduling Problems". Book Chapter on Automated Scheduling (Neil Urquhart, Sima Etaner-Uyar, Ender Ozcan, eds.), Studies in Computational Intelligence, Springer. (Accepted on 16/09/2012)
• Bing Xue, Liam Cervante, Lin Shang, Will Browne, Mengjie Zhang. "A Multi-Objective Particle Swarm Optimisation for Filter Based Feature Selection in Classification Problems". Connection Science. Vol. 24, No. 2-3, 2012. pp. 91-116
• Mengjie Zhang. "A Linear Structured Approach and A Refined Fitness Function in Genetic Programming for Multi-class Object Classification". Connection Science. Vol. 19. No. 4, 2007. pp. 339-359.

Edited Journal Special Issues, Books, and Conference Proceedings

• Urvesh Bhowan, Mengjie Zhang, Mark Johnston. "Genetic Programming for Classification with Unbalanced Data". Proceeding of the 13th European Conference on Genetic Programming. Istanbul, Turkey. 2010. Springer. (To appear)
• Urvesh Bhowan, Mengjie Zhang, Mark Johnston. "Multi-Objective Genetic Programming for Classification with Unbalanced Data". Proceedings of the 22nd Australasian Joint Conference on Artificial Intelligence (AI'09), Lecture Notes in Artificial Intelligence. Vol. 5866, Springer. 2009. pp. 370-380.
• Kourosh Neshatian, Mengjie Zhang. "Unsupervised Elimination of Redundant Features Using Genetic Programming". Proceedings of the 22nd Australasian Joint Conference on Artificial Intelligence (AI'09), Lecture Notes in Artificial Intelligence. Vol. 5866. Springer. 2009. pp. 432-442.
• Kourosh Neshatian, Mengjie Zhang. "Pareto Front Feature Selection: Using Genetic Programming to Explore the Feature Space". Proceedings of the 11th Annual conference on Genetic and Evolutionary Computation Conference (GECCO 2009). ACM Press. 2009. pp. 1027-1034. ISBN:978-1-60558-325-9
• Kourosh Neshatian, Mengjie Zhang. "Genetic Programming for Feature Subset Ranking in Binary Classification Problems". Proceedings of the 12th European Conference on Genetic Programming (EuroGP 2009). Lecture Notes in Computer Science. Vol. 5481. Springer, 2009. Tübingen, Germany. pp.121-132.
• Urvesh Bhowan, Mark Johnston, and Mengjie Zhang. "Differentiating Between Individual Class Performance in Genetic Programming Fitness for Classification with Unbalanced Data". Proceedings of the 2009 IEEE Congress on Evolutionary Computation. IEEE Press. 2009. pp. 2802 - 2809.