Research

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Engineering AI Autonomous Systems


We have developed methodologies and techniques for developing and maintaining autonomous system.

Projects:
  1. Trust autonomous systems:

    • Kinzang Chhogyal, Abhaya Nayak, Aditya Ghose and Hoa Khanh Dam, A Value based Trust Assessment Model for Multi-agent Systems, Proceeedings of 28th International Joint Conference on Artificial Intelligence (IJCAI 2019), To Appear.
  1. Methodologies for engineering autonomous multi-agent systems:

    • Hoa Khanh Dam and Michael Winikoff. Towards a next-generation AOSE methodology. Science of Computer Programming (SCP), volume 78, issue 6 (2013), pages 684 - 694, Elsevier doi:10.1016/j.scico.2011.12.005
    • Khanh Hoa Dam and Michael Winikoff, Comparing Agent-Oriented Methodologies, Agent-Oriented Information Systems (AOIS 2003 at AAMAS 2003, Revised Selected Papers), Lecture Notes in Computer Science 3030 (2004, pages 78–93, Springer.
  1. Evolving and maintaining autonomous multi-agent systems: We have developed AI deep learning models (Tree-LSTM and CNN based) for predicting defects in large codebases and also in code changes (e.g. commits).

    • Hoa Khanh Dam and Michael Winikoff. An agent-oriented approach to change propagation in software maintenance. Journal of Autonomous Agents and Multi-Agent Systems (JAAMAS), volume 23, issue 3 (2011), pages 384-452
    • Hoa Khanh Dam and Aditya Ghose. Automated change impact analysis for agent systems. Proceedings of the 27th IEEE International Conference on Software Maintenance (ICSM 2011), pages 33 - 42, Williamsburg, VA, USA, September 2010, IEEE.
    • Yingzhi Gou, Hoa Khanh Dam and Aditya Ghose, Towards semantic merging of versions of BDI agent systems, Principles and Practice of Multi-Agent Systems (PRIMA), Lecture Notes in Computer Science, Volume 8291 (2013), pages 437-444, Springer
    • Khanh Hoa Dam and Michael Winikoff. Cost-based BDI plan selection for change propagation. In L. Padgham, D. C. Parkes, J. P. M uller, and S. Parsons, editors, Proceedings of the 7th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2008), pages 217-224, Estoril, Portugal, May 2008 (PDF)
    • Khanh Hoa Dam and Michael Winikoff. Evaluating an agent-oriented approach for change propagation. Agent-Oriented Software Engineering IX (AOSE 2008 at AAMAS 2008, Revised Selected Papers), Lecture Notes in Computer Science 5386 (2009), pages 159–172, Springer. (PDF)
    • Khanh Hoa Dam, Michael Winikoff and Lin Padgham. An agent-oriented approach to change propagation in software evolution. In J. Han and M. Staples, editors, Proceedings of the Australian Software Engineering Conference (ASWEC 2006), pages 309-318.IEEE Computer Society, 2006. (Best Research Paper Award). (PDF)