Professor Lakhmi Jain

Knowledge-Based Intelligent Engineering Systems Centre

• Knowledge-Based Intelligent Engineering and Information Systems

Fellow, Engineers Australia

PhD (Electronic Engineering)

MEng (Electronic and Telecommunication Engineering)

BE(Hons)

• Creation of knowledge-based intelligent information and engineering systems incorporating neural nets, fuzzy systems, evolutionary computing and multi-agent paradigms.
• Applications of knowledge-based intelligent information and engineering systems in various fields including aviation, business, management, decision science, defence, education, engineering, and science and health sciences.

Selected Publications:

Jain, L.C., “The Knowledge-Based Intelligent Engineering: New Engineering,”The Journal of the Institution of Electronics and Telecommunication Engineers: Technical review, Vol. 15, No. 5, 1998, pp. 345-347.

Leisch, F., Jain, L.C. and Hornik, K., “Cross-Validation with Active Pattern Selection for Neural Network Classifiers,” IEEE Transactions on Neural Networks, Vol. 9, No. 1, 1998, pp. 35-41.

Filippidis, A., Jain, L.C. and Lozo, P., “Degree of Familiarity ART2 in Knowledge-Based Landmine Detection,” IEEE Transactions on Neural Networks, Vol. 10, No. 1, 1999, pp. 186-193.

Filippidis, A., Jain, L.C. and Martin, N.M., “The Application of Knowledge-based Techniques in Surface Landmine Detection,” IEEE Transactions on Signal Processing, Vol. 47, No.1, 1999, pp. 176-186.

Kuncheva, L., and Jain, L.C., “Nearest Neighbour Classifier: Simultaneous Editing and Feature selection,” Pattern Recognition Letters, Elsevier Science, Vol. 20, 1999, pp. 1149-1156.

Filippidis, A., Jain, L.C. and Martin, N.M., “Multisensor Data Fusion for Surface Landmine Detction,” IEEE Transactions on Systems, Man and Cybernetics, Vol. 30, Part C, No. 1, February 2000, pp. 145-150.

Filippidis, A., and Jain, L.C. and Martin, N.M., “Fusion of Intelligent Agents for the Detection of Aircraft in SAR Images,” IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 22, No. 3, March 2000, pp. 378-384.

Kuncheva, L., and Jain, L.C., “Designing Classifier Fusion Systems by Genetic Algorithms,” IEEE Transactions on Evolutionary Computing, USA, Vol. 4, No. 4, November 2000, pp. 327-336.

Kuncheva, L., Wrench, J., Jain, L.C. and Al-Zaidan, A.S.,”A Fuzzy Model of Heavy Metal loadings in Liverpool Bay, Environmental Medelling and Software, Elsevier Science, Vol. 15, 2000, pp.161-167.

Tran, C., Jain, L.C. and Abraham, A., “Automated Database Learning in Decision Support Systems Using Evolutionary Fuzzy Systems: A Generic Framework,” Proceedings of the International Workshop on Hybrid Systems, Adelaide, Australia, December 2001, Springer-Verlag, 2002, pp.237-252.

Joshi, V., Jain, L.C., Seiffert, U., Zyga, K., Price, R. and Leisch, F., “Neural Techniques in Logo Recognition,” Proceedings of the International Workshop on Hybrid Systems, Adelaide, Australia, December 2001, Springer-Verlag, 2002, pp.25-32.

Urlings, C. and Jain, L.C., “Teaming Humans and Machines: A Conceptual framework,” Proceedings of the International Workshop on Hybrid Systems, Adelaide, Australia, December 2001, Springer-Verlag, 2002, pp. 711-722.

Pan, J.S., Wang, F.-H., Jain, Tang, T.-C. and L.C., “A gain Shape VQ Based Watermarking Technique with Modified Visual Secret Sharing Scheme,” Proceedings of the Sixth International Conference on Knowledge-Based Intelligent Information Systems, Milano, Italy, IOS Press, 2002, pp.402-406.

Wang, F.-H, Jain, L.C. and Pan, J.-S., “Genetic Watermarking Techniques Based on Spatial data,” Proceedings of the Sixth International Conference on Knowledge-Based Intelligent Information Systems, Milano, Italy, IOS Press, 2002, pp.417-421.

Yang, T.-C., Jain, L.C., Huang, K.C. and Pan, J.-S., “Channel Noise Reduction Using Genetic Index Assignment and Energy Allocation for VQ Based Techniques,” Proceedings of the Sixth International Conference on Knowledge-Based Intelligent Information Systems, Milano, Italy, IOS Press, 2002, pp.1147-1152.

Tran, C., Abraham, A. and Jain, L.C., “Adaptation of a Fuzzy Inference System using Neuro-genetic approach for Tactical Air Combat Decision Support System,” Proceedings of the 15th Australian Joint Conference on Artificial Intelligence, Canberra, Australia, Springer-Verlag, December 2002, pp. 672-680.

Jain, L.C. and Chen, Z., “Industry, Artificial Intelligence In,” Encyclopedia of Information Systems, Elsevier Science, Volume 2, 2003, pp. 583-597.

Wang, F.-H., Jain, L.C., Pan, J.S., “Neural Techniques in Logo Recognition,” Proceedings of the International Workshop, IWDW 2002 Seoul, Korea, Springer-Verlag, 2003, pp.40-50.

Yamawaki, S. and Jain, L.C., “Expanded Neural Networks in System Identification,” Proceedings of the Sixth International Conference on Knowledge-Based Intelligent Information Systems, Oxford, UK, Springer-Verlag, 2003, pp.1116-1121.

Do, Q.V., Filippidis, A., Jain, L.C. and Hardikar, V.A.B.”Fuzzy Tracking Expert System for Enhancing Situation Awareness,” Proceedings of the 3th Hybrid Intelligent Systems Conference, Melbourne, Australia, IOS Press, December 2003, pp. 448-457.

Wang, F.H., Jain, L.C. and Pan J.S. “A Novel VQ-Based Watermarking Scheme with Genetic Codebook Partition,” Proceedings of the 3th Hybrid Intelligent Systems Conference, Melbourne, Australia, IOS Press, Netherlands, December 2003, pp. 1003-1011.

Yamawaki, S. and Jain, L.C., “Robust System Identification using Neural Networks,” Proceedings of the Seventh International Conference on Knowledge-Based Intelligent Information Systems, Wellington, New Zealand, Springer-Verlag, 2003, Part I, pp.786-791.

Yamawaki, S. and Jain, L.C., “The study of the Effectiveness using the Expanded Neural Network in System Identification,” Proceedings of the Seventh International Conference on Knowledge-Based Intelligent Information Systems, Wellington, New Zealand, Springer-Verlag, 2003, Part II, pp.948-953.

Tran, C., Abraham, A. and Jain, L.C., “Decision Support Systems using Hybrid Neurocomputing,” Neurocomputing, Elsevier, Volume 61, 2004, pp. 85-97.

Sisman-Yilmaz, N., Alpaslan, F. and Jain, L.C., “ANFIS unfolded in time for Multivariate Time Series Forecasting,” Neurocomputing, Elsevier, Volume 61, 2004, pp. 139-168.

Wang, F.-H., Jain, L.C. and Pan, J.-S., “VQ-Based Gray Watermark Embedding Scheme with Genetic Index Assignment,” International Journal of Computational Intelligence and Applications, Imperial College Press, Volume 4, Number 2, 2004, pp. 165-181.

Sioutis, C., Tweedale, J. Urlings, P., Ichalkaranje, N. and Jain, L.C., “Teaming Humans and Agents in a Simulated World,” Proceedings of the 8th International Conference, on Knowledge-Based Intelligent Information and Engineering Systems, Wellington, New Zealand, Springer-Verlag, Germany, September 2004, pp. 80-86.

Thatcher, S. Jain, L.C. and Fyfe, C., “An Intelligent Aircraft Landing Support System,” Proceedings of the 8th International Conference, on Knowledge-Based Intelligent Information and Engineering Systems, Wellington, New Zealand, Springer-Verlag, September 2004, pp. 74-79.

Fillipidis, D., Puri, V. and Jain, L.C., “Comparative Assessment of Fuzzy Expert System and Decision Tree C4.5 Algorithm for Evaluating Training Performance,”Proceedings of the 2nd International Conference, on Artificial Intelligence in Science and Technology, Hobart, Australia, November 2004, pp. 51-57.

Farooque, S., Abraham, A. and Jain, L.C., “Collaborative Agent Learning using Neurocomputing,” Neural Information Processing, Proceeding of the 11th International conference, ICONIP, Springer-Verlag, LNCS 3316, Germany, 2004, pp.619-624.

Jarvis, B., Corbett, D. and Jain, L., “Reasoning About Time in a BDI Architecture”, Lecture Notes in Artificial Intelligence, KES 2005, Springer-Verlag, Germany, Vol. 3682, pp.851-857, 2005.

Jarvis, B., Corbett, D. and Jain, L., “Beyond Trust: A Belief-Desire-Intention Model of Confidence in an Agent’s Intentions”, Lecture Notes in Artificial Intelligence, KES 2005, Springer-Verlag, Germany, Vol. 3682, pp.844-850, 2005.

Do, Q., Lozo, P. and Jain, L., “A Vision System for Partially Occluded Landmark Recognition”, Lecture Notes in Computer Science, Springer-Verlag, Vol.3809, pp.1246-1252, 2005.

Fyfe, C. and Jain, L.C., Teams of Intelligent Agents which Learn using Artificial Immune Systems, Journal of Network and Computer Applications, Elsevier, UK, Volume 29, Issue 2, 2006, pp. 147-159.

Jarvis, J., Rönnquist, R., McFarlane, D., Jain, L.C., A Team-Based Holonic Approach to Robotic Assembly Cell Control, Journal of Network and Computer Applications, Elsevier, UK, Volume 29, Issue 2, 2006, pp. 160-176.

Wang, F.-H., Yen, K.K., Jain, L. and Pan, J.-S. Multiuser-based Shadow Watermark Extraction System, Journal of Information Sciences Elsevier Science Publishers, UK, Volume 30, Issue 1, 2007, pp. 2522-2532.

Jacqueline Jarvis, Dennis Jarvis, Ralph Rönnquist and Lakhmi Jain, A Flexible Plan Step Execution Model for BDI Agents, Journal of Multiagent and Grid Systems, IOS Press, The Netherlands, Volume 4, Number 4, 2008, pp. 359-370.

Leng, J., Fyfe, C. and Jain, L.C., Experimental Analysis on Sarsa(ë) and Q(ë) with Different Eligibility Traces Strategies, Journal of Intelligent and Fuzzy Systems, IOS Press, Volume 20, Issue 1, 2009, pp. 73-82.