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Dr Jinsong Leng

Dr Jinsong Leng

Dr Jinsong Leng

Research Fellow

Telephone: (61 8)  9370 6332  
Email: j.leng@ecu.edu.au   
Campus: Mount Lawley  
Room: ML13.124  

 

Responsibilities

Research projects on Image Processing and Data Mining

Background / Employment History

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

Staff Qualifications

  • PhD in Computer Science
  • Master in Information Technology
  • Bachelor in Electrical Engineering 

Research

Research Interests

  • Artificial Intelligence and machine Learning

Current Research Areas

  • Multi-agent Systems; Image Processing, Data Mining, and reinforcement learning 

Recent Publications

Book Chapters

Refereed Journal Articles

  • Jinsong Leng, Chee Peng Lim.Reinforcement Learning of Competitive and Cooperative Skills in Soccer Agents. Applied Soft Computing Journal (Impact Factor, 1.909), Volume 11, Issue 1, pp. 1353-1362, 2011, Elsevier.
  • Jinsong Leng, Tzung-Pei Hong.  Mining Anomalies in Correlated Subspaces for High Dimensional Data Sets, International Journal of Fundamenta Informaticae (Impact Factor, 0.715), Volume 198, Number 1, pp 71 - 86, IOS press, 2010.
  • Jinsong Leng, Zhihu Huang. Outliers Detection with Correlated Subspaces for High Dimensional Data Sets, International Journal of Wavelets, Multiresolution and Information Processing (IJWMIP) (Impact Factor, 1.17), Volume 9, Issue 2, pp 227-236, 2011.
  • Jinsong Leng, Colin Fyfe, and Lakhmi Jain. Experimental Analysis of Eligibility Traces Strategies in Temporal Difference Learning. International Journal of Knowledge Engineering of Soft Data Analysis, Volume 1, Number 1, pp 26 - 39,  InderScience，2009.
  • Jinsong Leng, Lakhmi Jain, and Colin Fyfe. Convergence Analysis on Temporal Difference Learning. International Journal of Innovative computing, Information & Control, (Impact Factor 2.791), Volume 5, Number 4, pp 913-922, 2009.
  • Jinsong Leng, Colin Fyfe, and Lakhmi Jain. Experimental Analysis on Sarsa(l) and Q(l) with Different Eligibility Traces Strategies. Journal of Intelligent and Fuzzy Systems, (Impact Factor 0.649), Volume 20, Number 1-2, pp 73 - 82, IOS Press, 2009.
  • Jinsong Leng, Jiuyong Li, and Lakhmi Jain.A Role-Oriented BDI Framework for Real-Time Multiagent Teaming.  International Journal of Intelligent Decision Technologies, Volume 2, Number 4, pp 205-217, Springer，2008.
  • Jinsong Leng, Lakhmi Jain, and Colin Fyfe. Simulation and Reinforcement Learning with Soccer Agents. International Journal of Multiagent and Grid Systems, Volume 4, Number 4, pp 415 - 436, IOS Press, The Netherlands, 2008.

Conference Papers

  • Jinsong Leng, Zhihu Huang, Dongguang Li. Features Extraction and Classification of Cartridge Images for Ballistics Identification. The Twenty-Third International Conference on Industrial, Engineering & Other Applications of Applied Intelligence Systems, IEA-AIE 2010. Volume 6098 of Lecture Notes in Artificial Intelligence, pp 331-340. Springer-Verlag Berlin Heidelberg, 2010.
  • Jinsong Leng. A Novel Subspace Outlier Detection Approach in High Dimensional Data Sets. The 3rd International Conference on Computer and Electrical Engineering (ICCEE 2010), pp 162 – 165, November 2010.
  • Jinsong Leng, Craig Valli, Leisa Armstrong. A Wrapper-based Feature Selection for Analysis of Large Data Set. The 3rd International Conference on Computer and Electrical Engineering (ICCEE 2010), pp 166 – 170, November 2010.
  • Zhihu Huang, Jinsong Leng. A Novel Binarization Algorithm for Ballistics Imaging Systems. The 3rd International Congress on Image and Signal Processing (CISP'10), pp 1287-1291, 2010.
  • Jinsong Leng, Zhihu Huang, Dongguang Li. Analyzing Features of Cartridge Cases for Ballistics Recognition. The 14th International Conference on Image Processing, Computer Vision, & Pattern Recognition (IPCV'10 ),  pp 720 –725, 2010.
  • Jinsong Leng, Zhihu Huang, Dongguang Li. A Novel Approach for Identifying Firearms with Ballistic Projectile Images. The 14th International Conference on Image Processing, Computer Vision, & Pattern Recognition (IPCV'10 ),  pp 774 –748, 2010.
  • Zhihu Huang, Jinsong Leng. Analysis of Hu’s Moment Invariants on Image Scaling and Rotation. The 2nd International Conference on Computer Engineering and Technology (ICCET 2010), pp. V7 476-480, 2010. (IEEE Xplore, indexed by EI Compendex, INSPEC, Thomson ISI (ISTP)).
  • Zhihu Huang, Jinsong Leng. An Online Ballistics Imaging System for Firearm Identification. The 2nd International Conference on Signal Processing Systems (ICSPS 2010), pp V2 68-72, 2010.
  • Jinsong Leng, Jiuyong Li, and Lakhmi Jain. A Role-based Framework for Multi-agent Teaming. 12th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems. Volume 5179 of Lecture Notes in Artificial Intelligence, pp 642-649. Springer-Verlag Berlin Heidelberg, 2008.
  • Jinsong Leng, Beulah M Sathyaraj, Lakhmi Jain. Temporal Difference Learning and Simulated Annealing for Optimal Control: A Case Study. The 2nd KES International Symposium on Agent and Multi-Agent Systems: Technologies and Applications. Volume 4953 of Lecture Notes in Artificial Intelligence, pp 495-504, 2008.
  • Jinsong Leng, Lakhmi Jain, and Colin Fyfe. Convergence Analysis on Approximate Reinforcement Learning. Second International Conference on Knowledge Science, Engineering and Management (KSEM'2007). Volume 4798 of Lecture Notes in Artificial Intelligence, pp. 85-91, 2007.
  • Jinsong Leng, Colin Fyfe, and Lakhmi Jain. Reinforcement Learning of Competitive Skills with Soccer Agents. 11th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems. Volume 4692 of Lecture Notes in Artificial Intelligence, pp. 572-579, 2007.
  • Jinsong Leng, Colin Fyfe, and Lakhmi Jain. Teamwork and Simulation in Hybrid Cognitive Architecture. 10th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems. Volume 4252 of Lecture Notes in Computer Science, pp. 472–478, 2006.