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Hryshko, Andrei and Downs, Tom (2005). A machine learning approach to intraday trading on foreign exchange markets. In: M. Gallagher, J. Hogan and F. Maire, Intelligent Data Engineering and Automated Learning - IDEAL 2005. 6th Intelligent Data Engineering and Automated Learning - IDEAL 2005, Brisbane, QLD, Australia, (588-595). 6-8 July 2005. doi:10.1007/11508069_76 502   1 Cited 0 times in Scopus0 0
Hu, W., Downs, T., Wyeth, G.F., Milford, M. J. and Prasser, D. P. (2004). A modified particle filter for simultaneous robot localization and landmark tracking in an indoor environment. In: N. Barnes and D. Austin, Proceedings of the 2004 Australasian Conference on Robotics and Automation. The 2004 Australasian Conference on Robotics and Automation (ACRA 2004), Canberra, (1-7). 6-8 December, 2004. 78  
Hryshko, A. and Downs, T. (2003). An implementation of genetic algorithms as a basis for a trading system on the foreign exchange market. In: R. Sarker, R. Reynolds and H. Abbass et al., The 2003 Congress on Evolutionary Computation: CEC 2003. 2003 Congress on Evolutionary Computation (CEC '03), Canberra, Australia, (1695-1701). 8-12 December 2003. doi:10.1109/CEC.2003.1299877 124   2 Cited 6 times in Scopus6 0
Hryshko, A. and Downs, T. (2004). A system for electricity trading using genetic algorithm and reinforcement learning. In: G. Walker, Proceedings of the Australasian Universities Power Engineering Conference 2004. The Australasian Universities Power Engineering Conference 2004, Brisbane, (1-7). 26-29 September, 2004. 196  
Downs, T. and Tang, A. L. T. (2004). Boosting the tree augmented naive bayes classifier. In: Z. Yang, R. Everson and H. Yin, Intelligent Data Engineering and Automated Learning: IDEAL 2004. The Fifth International Intelligent Data Engineering and Automated Learning Conference (IDEAL), Exeter, U.K., (708-713). 25-27 August 2004. 143   3
Gates, K. E., Masters, A. L. and Downs, T. (2003). Eliminating redundant training data in support vector classification. In: V. Krasnoproshin, S. Ablameyko and Soldek, Proceedings of Seventh International Conference on Pattern Recognition and Information. PRIP2003, Minsk, Belarus, (69-74). 21-23 May 2003. 55  
Gallagher, Marcus, Downs, Tom and Wood, Ian (2002) Empirical evidence for ultrametric structure in multi-layer perceptron error surfaces. Neural Processing Letters, 16 2: 177-186. doi:10.1023/A:1019956303894 57   0 Cited 0 times in Scopus0 0
Sansom, D. C., Downs, T. and Saha, T. K. (2002). Evaluation Of Support Vector Machine Based Forecasting Tool In Electricity Price Forecasting For Australian National Electricity Market Participants. In: A. Zahedi, Proceedings of the Australasian Universities Power Engineering Conference. Australasian Universities Power Engineering Conference, Melbourne, Australia, (1-6). 29 September - 3 October, 2002. 313 312
Sansom, Damien C., Downs, Tom and Saha, Tapan K. (2003) Evaluation of support vector machine based forecasting tool in electricity price forecasting for Australian national electricity market participants. Journal of Electrical and Electronics Engineering, Australia, 22 3: 227-234. 694 1207 Cited 10 times in Scopus10
Downs, T., Gates, K. E. and Masters, A. L. (2001) Exact simplification of support vector solutions. Journal of Machine Learning Research, 2 45-49. 47  
Wang, J. and Downs, T. (2004). Improving support vector machine performance on a problem in object recognition. In: R. Stonier, Q. Han and W.Li, Proceedings of the Seventh Asia-Pacific Conference on Complex Systems. The Seventh Asia-Pacific Conference on Complex Systems, Cairns, (521-530). 6-10 December, 2004. 46  
Downs, T. and Wang, J. (2004). Improving support vector solutions by selecting a sequence of training subsets. In: Z. Yang, R. Everson and H. Yin, Intelligent Data Engineering and Automated Learning: IDEAL 2004. The Fifth International Intelligent Data and Automated Learning Conference (IDEAL), Exeter, (696-701). 25-27 August, 2004. 44   0
Saha, Tapan K., Lim, Valerie S. C. and Downs, Tom (2004). Loss Allocation based on Network Reduction in Deregulated Electricity Market. In: Proceedings of the Australasian Universities Power Engineering Conference 2004. Australasian Universities Power Engineering Conference, Brisbane, Australia, (). 26-29 September, 2004. 370 900
Rohde, D. J., Drinkwater, M. J., Gallagher, M. R., Downs, T. and Doyle, M. T. (2004). Machine learning for matching astronomy catalogues. In: Zheng Rong Yang, Richard M. Everson and Hujun Yin, Intelligent Data Engineering and Automated Learning: IDEAL 2004. The Fifth International Intelligent Data Engineering and Automated Learning Conference (IDEAL 2004), Exeter, U.K., (701-707). 25-27 August 2004. 93   2
Atukorale, D., Suganthan, P. P. and Downs, T. (2000). On the performance of the HONG network for pattern classification. In: The IEEE-INNS-ENNS International Joint Conference on Neural Networks: IJCNN 2000. ijcnn 2000, Como, Italy, (285-290). 24-27 July 2000. 38  
Lim, Valerie, Saha, Tapan K. and Downs, Thomas (2003). Preliminary Findings On Usage Allocation And Loss Allocation Of Electricity In A Deregulated Market. In: Proceedings of the Australasian Universities Power Engineering Conference. Australasian Universities Power Engineering Conference, Christchurch, New Zealand, (1-6). 28 September - 1 October, 2003. 345 751
Gallagher, M., Frean, M. and Downs, T. (1999). Real-valued evolutionary optimization using a flexible probability density estimator. In: W. Banzhaf, J.. Daida, A. E. Eiben, M. H. Garzon, V. Honavar, M. Jakiela and R. E. Smith, Proceedings of the Genetic and Evolutionary Computation Conference. GECCO-99, Orlando, Florida, (840-846). 13-17 July, 1999. 51   7
Kurnianto, K. and Downs, T. (2005) Sensor validation in nuclear power plant using the method of boosting. International Journal of Performability Engineering, 1 2: 157-165. 70  
Sansom, D. C., Downs, T. and Saha, T. K. (2003). Support Vector Machine Based Electricity Price Forecasting For Electricity Markets utilising Projected Assessment of System Adequacy Data. In: Proceedings of the Sixth International Power Engineering Conference. The Sixth International Power Engineering Conference, Singapore, (783-788). 27-29 November, 2003. 473 1786
Hryshko, A. and Downs, T. (2004) System for foreign exchange trading using genetic algorithms and reinforcement learning. International Journal of Systems Science, 35 13-14: 763-775. doi:10.1080/00207720412331303697 186   2 Cited 3 times in Scopus3 0
Wang, J. X. and Downs, T. (2003). Tuning pattern classifier parameters using a genetic algorithm with an application in mobile robotics. In: R. Sarker, R. Reynolds and H. Abbass, The 2003 Congress on Evolutionary Computation: CEC 2003. The 2003 Congress on Evolutionary Computation (CEC '03), Canberra, Australia, (581-586). 8-12 December 2003. doi:10.1109/CEC.2003.1299628 53   0 Cited 3 times in Scopus3 0
Atukorale, D. and Downs, T. (2001). Using labeled and unlabeled data for training. In: S. Ablameyko, J. Soldek and V. Shmerko, Proceedings of the Sixth International Conference on Pattern Recognition and Information Processing. Sixth International Conference on Pattern Recognition and Information Processing, Minsk, Belarus, (195-199). 18-20 May, 2001. 45  
Gallagher, M. R. and Downs, T. (2003) Visualization of learning in multilayer perceptron networks using principal component analysis. IEEE transactions on systems, man and cybernetics. Part B, Cybernetics Part B-cybernetics, 33 1: 28-34. doi:10.1109/TSMCB.2003.808183 79   13 Cited 14 times in Scopus14 0