Xiongcai (Peter) Cai Mobile:
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1 Xiongcai (Peter) Cai Mobile: High Lights PhD in computer science and engineering Six years research and development experience in data mining, recommender systems, machine learning, data analysis, pattern recognition and computer vision Four years lecture experience in computer vision, data mining, machine learning and other IT courses at undergraduate and postgraduate levels Four years academic supervision experience of PhD, master by research students and research assistants in data mining, machine learning and computer vision Commercialised research outcomes and high quality referred publications Career Objective To use my excellent research and development skills in data mining, recommender systems, machine learning, data analysis, pattern recognition, computer vision and analytical skills in a research and development based position at a large organisation. Education Doctor of Philosophy in Computer Science and Engineering The University of New South Wales Thesis Title: Innovations in Variational Methods for Data Partitioning (Funded by APA and NICTA) Masters of Computer Science, The University of New South Wales Bachelor Program of Software Engineering, Tsinghua University Bachelor of Science, Beijing University of Physical Education, Employment Industrial R&D Experience 2009 Present Senior Researcher, Data Mining & Recommender Systems Smart Services CRC Pty Ltd, Australia The Smart Services CRC is a commercially focused research and development company based on a 120 million dollars investment, which deliveries innovation, foresight and productivity improvements for the services sector of Australia. Its aim is the creation of research-enabled commercial outcomes and products for its customers including Fairfax Digital, Infosys, RACQ, Suncorp, AARNet and Austin Health. My roles in this project include project research and system development, project management and junior researcher supervision. I am working on the Personalisation project that researches and develops advanced data-mining techniques for tailoring online services to specific individuals through the identification of individual customer behaviour. This work is applied to highvisibility web properties from CRC industry partners and customers in order to provide a superior user experience on differentiating service features that directly drive revenues. Xiongcai Cai Page 1 of 5
2 The objective and outcome include: Develop novel techniques for user profiling and market segmentation including dynamic segmentation, and use these for the construction of user profiles and new market segmentation models of customers and social networks of customers. Develop recommendation and information filtering techniques for improving the relevance of content in services. Industry-specific prototypes demonstrating the personalisation of services based on user profiles and market segmentation models. Improved ability to segment the market and personalise products and services. Improved ability to develop more relevant products and services for audiences and customers. Being about to be deployed into one of the top online dating social networking sites in the world, prototypes based on our developed methods have recently completed their real trials Research Engineer, Video Data Analysis National ICT Australia Limited National ICT Australia is an company in the business of research, commercialisation and research training. With over 700 people, National ICT Australia is the largest research company in Australia dedicated to ICT research. I worked on the Smart Transport and Roads project using advanced information and communications technologies to help solve the world's urban traffic congestion problems. My work in this project involved the investigate and development of traffic monitoring systems using data mining, pattern recognition and video data analysis techniques. The project was one of National ICT Australia's largest scale projects that is with NSW Transport Road and Traffic Authority. Results of the project are expected to lead to large economic and environmental benefits arising from better traffic control, more reliable travel times and more efficient incident management. Research Experience 2010 Present Research Fellow(Level B), Data Mining & Recommender Systems Research Fellow (Level A), Data Mining & Recommender Systems I work as part of A/Prof. Wayne Wobcke and E/Prof. Paul Compton s research group in Data Mining and Pattern Recognition. Our research involves the development of recommender systems using data mining and pattern recognition techniques Research Associate, Learning to Vision I worked as part of Prof. Arcot Sowmya s research group in Machine Learning and Computer Vision. My research involved the development of image segmentation and object tracking systems using machine learning Research Assistant, Machine Learning The University of Sydney ( ), Macquarie University ( ), The University of Newcastle ( ), Australia I work as part of Dr. Benjamin Goldsmith's research group in machine learning for social science. My work involves the development of machine learning models for prediction of international trade and conflict. Xiongcai Cai Page 2 of 5
3 2007 Research Assistant, Image Processing I worked as part of Prof. Arcot Sowmya s research group in the field of medical image processing. My work involved the development and testing of 3D object extraction and reconstruction systems for volume medical images. Academic Experience Present Lecturer, I work as a lecturer of the Computer Vision course at undergraduate and postgraduate levels at the School of Computer Sci. and Eng., UNSW Present Casual Lecturer, I delivery lectures on the machine learning course at undergraduate and postgraduate levels at the School of Computer Sci. and Eng., UNSW Present Supervisor, I supervise honours thesis students, PhD and master students majoring in data mining, pattern recognition, machine learning and computer vision. Administrative Experience Technical Sales Manager Futaba Electronics (Beijing) Co., Ltd., China I was the technical sales manager who was responsible for design and overseeing sales programs within the company. I acted as the team leader for sales teams and ensures professional development of the team Assistant General Manger Beijing Golden Lane Sports Fitness Co., China I assisted general manager in IT business development Project Leader The State General Administration of Sport, China I was the project leader on the developing and designing sport game and club management information systems. Prizes/Awards/Funding Australian Postgraduate Award The National ICT Australia Local Postgraduate Award 2007 The National ICT Australia Research Project Award Supplementary Engineering Award Faculty of Engineering Research Scholarship Professional Memberships 2001 Present Member of IEEE 2007 Present Member of ACM 2010 Present Life Member of Ausinan Science and Technology Society Professional Services Organiser of conferences and workshops including ICDM2011-COMMPER Reviewer for a number of journals including ASPRS, IEEE TGRS and IEEE TIST PC member/reviewer for a number of conferences including ICCSA2008, CSA2009, NDT2009,ACVIT2009,INISTA2010,PRICAI2010,DICTA2010,RECSYS2011-RSEEB Selected Publications Data Mining, Machine Learning and Recommender Systems Publications Xiongcai Cai Page 3 of 5
4 (A + ) X. Cai, M. Bain, A. Krzywicki, W. Wocke, Y. S. Kim, P. Compton, and A. Mahidadia, Learning Collaborative Filtering and Its Application on People-to-People Recommendation in Social Networks. In Proceedings of the 10th IEEE International Conference on Data Mining, ICDM 2010, Pages , Australia, (A) A. Krzywicki, W. Wobcke, X. Cai, A. Mahidadia, M. Bain, P. Compton and Y. S. Kim. Interaction Based Collaborative Filtering Methods for Recommendation in Online Dating. Information Systems Engineering - WISE 2010, L.Chen, P.Triantafillou and T.Suel, Eds. Berlin: Springer-Verlag, (B) X. Cai, M. Bain, A. Krzywicki, W. Wocke, Y. S. Kim, P. Compton, and A. Mahidadia, Collaborative Filtering for People to People Recommendation in Social Networks. AI 2010: Advances in Artificial Intellligence, J.Li, Ed. Berlin: Springer-Verlag, (B) Y. S. Kim, A. Mahidadia, P. Compton, X. Cai, M. Bain, A. Krzywicki and W. Wobcke, People Recommendation based on Aggregated Bidirectional Intentions in the Social Network Website. Knowledge Management and Acquisition for Smart Systems and Services, B.H. Kang and D. Richards, Eds. Berlin: Springer-Verlag, (B) Y. S. Kim, A. Mahidadia, P. ComptonA. Krzywicki, W. Wocke, X. Cai and M. Bain, Automated Recommendation Rule Acquisition for Two-Way Interaction-based Social Network Web Sites. In the 17th International Conference on Knowledge Engineering and Knowledge Management, Isbon, Portugal, B.E. Goldsmith, X. Cai and A. Sowmya. Is International Trade Associated with Peace or War? Some New Measures and Methods. In APSA Annual Meeting, Boston, USA, (A) X. Cai, A. Sowmya, Level Learning Set: A Novel Classifier Based on Active Contour Models. Machine Learning: ECML J.N. Kok, J. Koronacki, R.L. Mantaras, S. Matwin, D. Mladenic and A. Skowron, Eds. Berlin: Springer-Verlag, (A) X. Cai and A. Sowmya, Active Contour with Neural Networks-based Information Fusion Kernel. Neural Information Processing: ICONIP 2006, I. King, J. Wang, L. Chan and D. Wang, Eds. Berlin: Springer-Verlag, Machine Learning/Pattern Classification/Computer Vision Publications (B) X. Cai and A. Sowmya, Learning to Tune Level Set Methods. In Proceedings of the 24th International Conference Image and Vision Computing New Zealand, IVCNZ 2009, IEEE, Pages , Wellington, New Zealand, (B) Y. Chen, X. Cai and A. Sowmya (2009), Boosted Dynamic Active Shape Model. In Proceedings of the 24th International Conference Image and Vision Computing New Zealand, IVCNZ 2009, IEEE, Pages , Wellington, New Zealand, (B) C. Luo, X. Cai and J. Zhang, GATE: A Novel Robust Object Tracking Method Using the Particle Filtering and Level Set Method. In Proceedings of the International Conference on Digital Image Computing: Techniques and Applications, DICTA 2008, Pages , Canberra, ACT, Australia, 1-3 December (A) C. Luo, X. Cai and J. Zhang, Robust Object Tracking Using Particle Filtering and Level Sets. In Proceedings of the 10th IEEE International Workshop on Multimedia Signal Processing, pages , Queensland, Australia, X. Cai, A. Sowmya and J. Trinder, A Machine Learning Approach for Automatic Road Extraction, In Proceedings of the ASPRS Annual Conference, Reno, USA, American Society for Photogrammetry and Remote Sensing. (B) X. Cai, A. Sowmya and J. Trinder, Learning parameter tuning for object extraction, Computer Vision - ACCV 2006, P.J. Narayanan, S.K. Nayar and H.Y. Shum, Eds. Berlin: Springer-Verlag, X. Cai, A. Sowmya and J. Trinder, Learning to Recognise Roads from High Resolution Remotely Sensed Images. In Proceedings of the 2nd International Xiongcai Cai Page 4 of 5
5 Conference on Intelligent Sensors, Sensor Networks and Information Processing, Pages , Melbourne, IEEE. (+ : ranked by core.edu.au.) Referees E/Prof. Paul Compton (Supervisor, Ex-HoS), Dr. Mike Bain (Colleague), Prof. Arcot Sowmya (PhD Supervisor), Further contact details can be provided upon request. Extra-curricular Activities President of Student Union Faculty of management, Beijing University of Physical Education My role was principally to coordinate five societies and committees of students. Also, plan, organise, manage and control student society events. Key Skills Computing Skills: Research toolkits: Matlab, Mahout, Hadoop, Weka, OpenCV, ImageJ and ITK. Programming Languages: Java, C/C++, Matlab, C#, Assembly Language. Teamwork: I work as part of the personalisation group of 11 researchers and programming engineers. I have always worked well with other team members and enjoyed a good rapport with them, both at work and sometimes socially. Time Management: While working as a full-time researcher, I have managed my time well to successfully work as a lecturer in two different fields at the same time. Language: Fluent English and Advanced Mandarin.. Interests/Hobbies Basketball, ice skating, swimming, bowling and play the guitar. Xiongcai Cai Page 5 of 5
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