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Dr Jinsong Leng

Research Fellow

Background

• Research Fellow
• Research Associate
• Software Engineer
• Senior Electrical Engineer

Research Areas and Interests

• Artificial Intelligence and machine Learning
• Multi-agent Systems; Image Processing, Data Mining, and reinforcement learning
  

Staff Qualifications

• Doctor of Philosophy, University of South Australia, 2008 .

Recent Publications (within the last five years)

Book Chapters

• Leng, J., Lim, CP., Li, J., Li, D., Jain, L., (2010), A Role-based Cognitive Architecture for Multiagent Teaming. Agent and Multi-agent Technology for Internet and Enterprise Systems, 2010. Studies in Computational Intelligence, 289(15), 229-256, Berlin , DOI: 10.1007/978-3-642-13526-2_11.

Journal Articles

• Leng, J., Huang, Z., (2011), Outliers detection with correlated subspaces for high dimensional datasets. International Journal of Wavelets, Multiresolution and Information Processing, 9(2), 227-236, DOI: 10.1142/S0219691311004067.
• Leng, J., Lim, CP., (2011), Reinforcement learning of competitive and cooperative skills in soccer agents. Applied Soft Computing , 11(1), 1353-1362, DOI: 10.1016/j.asoc.2010.04.007.
• Huang, Z., Leng, J., (2011), A new seal verification for Chinese color seal. Applied Mechanics and Materials, 58-60(1), 2558-2563, DOI: 10.4028/www.scientific.net/AMM.58-60.2558.
• Leng, J., Hong, T., (2010), Mining Outliers in Correlated Subspaces for High Dimensional Data Sets. Fundamenta Informaticae, 98(1), 71?86, The Netherlands, DOI: 10.3233/FI-2010-217.
• Leng, J., Jain, L., Fyfe, C., (2009), Simulation and Reinforcement Learning with Soccer Agents. International Journal of Multiagent and Grid Systems, 4(4), 415-436.
• Leng, J., Jain, L., Fyfe, C., (2009), Experimental Analysis of Eligibility Traces Strategies in Temporal Difference Learning. International Journal of Knowledge Engineering and Soft Data Paradigms, 1(1), 26-39, United Kingdom, DOI: 10.1504/IJKESDP.2009.021982.
• Leng, J., Jain, L., Fyfe, C., (2009), Convergence Analysis on Temporal Difference Learning. International Journal of Innovative computing, Information & Control, 5(4), 913-922, Kumamoto, Japan.
• Leng, J., Fyfe, C., Jain, L., (2009), Experimental analysis on Sarsa(?) and Q(?) with different eligibility traces strategies. Journal of Intelligent and Fuzzy Systems, 20(1-2), 73-82, The Netherlands, DOI: 10.3233/IFS-2009-0416.
• Leng, J., Li, J., Jain, L., (2008), A Role-Oriented BDI Framework for Real-Time Multiagent Teaming. International Journal of Intelligent Decision Technologies, 2(4), 205-217.
• Leng, J., Jain, L., Fyfe, C., (2008), Simulation and Reinforcement Learning with Soccer Agents. Multiagent and Grid Systems, 4(4), 415-436.

Conference Publications

• Leng, J., Valli, C., Armstrong, L., (2010), A Wrapper-based Feature Selection for Analysis of Large Data Sets. 2010 3rd International Conference on Computer and Electrical Engineering (ICCEE 2010), 1(16-18 Nov), 167-170, Piscataway, N.J..
• Huang, Z., Leng, J., (2010), A Novel Binarization Algorithm for Ballistics Imaging Systems. 2010 3rd International Congress on Image and Signal Processing (CISP 2010), 3(16-18 Oct 2010), 1287-1291, Piscataway, N.J., DOI: 10.1109/CISP.2010.5647685.
• Leng, J., (2010), A Novel Subspace Outlier Detection Approach in High Dimensional Data Sets. ICCEE 2010 2010 3rd International Conference on Computer and Electrical Engineering, I(16-18 Nov), 162-165, Piscataway, N.J..
• Huang, Z., Leng, J., (2010), An online ballistics imaging system for firearm identification. ICSPS 2010 Proceedings of the 2nd International Conference on Signal Processing Systems, 2(5-7 July 2010), 68-72, Piscataway, N.J., DOI: 10.1109/ICSPS.2010.5555219.
• Huang, Z., Leng, J., (2010), Analysis of Hu?s Moment Invariants on Image Scaling and Rotation. Computer Engineering and Technology (ICCET), 2010 2nd International Conference on , V7(16-18 April 2010), 476-480, Piscataway, N.J., DOI: 10.1109/ICCET.2010.5485542.
• Leng, J., Huang, Z., Li, D., (2010), Features Extraction and Classification of Cartridge Images for Ballistics Identification. Trends in Applied Intelligent Systems 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, Cordoba, Spain, June 1-4, 2010, Proceedings, Part III, LNCS 6098(1-4 June 2010), 331-340, Berlin , DOI: 10.1007/978-3-642-13033-5.
• Leng, J., Huang, Z., Li, D., (2010), Optical Imaging and Analysis of Firing-pin Marks for Ballistics Identification. Proceedings of the 2010 International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV'10), 1(12-15 July), 720-725, United States of America.
• Leng, J., Huang, Z., Li, D., (2010), Analyzing Texture Features of Ballistic Projectile Images for Firearm Identification. Proceedings of the 2010 International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV'10), II(12-15 July), 774-778, United States of America.
• Leng, J., Beulah, MS., Jain, L., (2008), Temporal Difference Learning and Simulated Annealing for Optimal Control: A Case Study. Proceedings of International Conference on Knowledge Science, Engineering and Management: Lecture Notes in Computer Science, 4953/2008 of LNAI(27-28 March), 495-504, Heidelberg, DOI: 10.1007/978-3-540-78582-8.
• Leng, J., Li, J., Jain, L., (2008), A Role-based Framework for Multi-agent Teaming. Knowledge-based intelligent information and engineering systems : 12th international conference, KES 2008, 5179 of LNAI(3-5 September), 642-649, Berlin , DOI: 10.1007/978-3-540-85567-5_79.