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Dr Jinsong Leng

Research Fellow

Contact Information Telephone: (61 8) 9370 6332, Mobile: 0400 878 668, Email: j.leng@ecu.edu.au, Campus: Mount Lawley, Room: ML13.124
Staff Member Details
Telephone: (61 8)  9370 6332  
Mobile: 0400 878 668  
Email: j.leng@ecu.edu.au   
Campus: Mount Lawley  
Room: ML13.124  

 

Jinsong is a Research Fellow in the School of Computer and Security Science and is a member of the eAgriculture Research Group and Artificial Intelligence and Optimisation Research Group.

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 .

Research

Recent Research Grants

  • Utilisation of leading edge ICT to enhance Australian and Indian ground water and land resources under climate change scenarios,  The Department of Industry, Innovation, Climate Change, Science, Research and Tertiary Education ,  Australia-India Strategic Research Fund,  2012 - 2013,  $40,020.

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., (2014), Modelling and Analysis on Noisy Financial Time Series. Journal of Computer and Communications, 2(2), 64-69, DOI: http://dx.doi.org/10.4236/jcc.2014.22012.
  • Huang, Z., Leng, J., (2013), Analysis on Segmentation and Registration for Chinese Seal Identification. International Journal of Advancements in Computing Technology, 5(4), 673-680, DOI: doi:10.4156/ijact.vol5.issue4.80.
  • Leng, J., Huang, Z., (2012), On analysis of circle moments and texture features for cartridge images recognition. Expert Systems with Applications: An International Journal, 39(2), 2092-2101, DOI: 10.1016/j.eswa.2011.08.003.
  • 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.
  • 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.
  • 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.
  • 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., 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., 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.

Conference Publications

  • 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), 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.
  • 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., (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..
  • 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..
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