X. Rosalind Wang

X. Rosalind Wang

Research Scientist

Contact

CSIRO ICT Centre
Corner of Vimiera and Pembroke Roads
Marsfield NSW 2122, Australia
(PO Box 76, Epping NSW 1710, Australia)

Tel: + 61 2 9372 4709
Fax: +61 2 9372 4161

Themes

  • Local Energy Systems

Projects

  • Smart Grid

Science Area

  • Machine Learning

Biography

Rosalind joined ICT Centre in December 2006 as a Research Scientist.

Rosalind received her Bachelor degrees in Mechatronics Engineering and Physics from the University of Sydney in 2002. She received her PhD degree in Mechatronics Engineering from the University of Sydney in 2008 in the topic of application of machine learning techniques to hyperspectral image classifications.

Rosalind's research interest are in machine learning, specifically Bayesian Networks, and image analysis.

Academic Qualifications

2002 BE(Mechatronics) & BSc (Physics), University of Sydney
2008 PhD (Mechatronics Engineering), University of Sydney

Top 10 Publications

Publication details
M. Prokopenko, J. T. Lizier, O. Obst, and X. R. Wang, 'Relating Fisher information to order parameters', Phys. Rev. E, vol. 84, no. 4, 2011
X. R. Wang, J. M. Miller, J. T. Lizier, M. Prokopenko, and L. F. Rossi, ' Measuring Information Storage and Transfer in Swarms', in Proceedings of the European Conference on Artificial Life (ECAL), France, 8-12 August 2011. pages 838-845, 2011
X. R. Wang, J. T. Lizier, and M. Prokopenko, 'Fisher Information at the Edge of Chaos in Random Boolean Networks', Artificial Life, vol. 17, no. 4, pages 315-329, 2011
Wang, X. R., Lizier, J. T. and Prokopenko, M. 'A Fisher Information Study of Phase Transitions in Random Boolean Networks', In Proceedings of the 12th International Conference on the Synthesis and Simulation of Living Systems (Alife XII), Odense, Denmark, August 19-23, 2010
Wang, X. R., Mathews, G. , Price, D. and Prokopenko, M. 'Optimising Sensor Layouts for Direct Measurement of Discrete Variables', In Proceedings of the Third IEEE International Conference on Self-Adaptive and Self-Organizing Systems (SASO 2009), San Francisco, California, September 14-18, 2009
O. Obst, X. R. Wang, and M. Prokopenko, ‘Using Echo State Networks for Anomaly Detection in Underground Coal Mines’ International Conference on Information Processing in Sensor Networks (IPSN), April 22-24, 2008, St. Louis, Missouri, USA
X. R. Wang, J. T. Lizier, O. Obst, M. Prokopenko, and P. Wang, ‘Spatiotemporal Anomaly Detection in Gas Monitoring Sensor Networks’ In Proceedings of the 5th European Conference on Wireless Sensor Networks (EWSN 2008), January 31 - February 1, 2008, Bologna, Italy. Lecture Notes in Computer Science 4913, pp. 90-105. Springer-Verlag Berlin Heidelberg, 2008.
Wang, X. R., et al. ‘Probabilistic Classification of Hyperspectral Images by Learning Nonlinear Dimensionality Reduction Mapping’ In Proceedings of the 9th International Conference On Information Fusion, 2006
Wang, X. R., Brown, A. J. and Upcroft, B. 'Applying Incremental EM to Bayesian Classifiers in the Learning of Hyperspectral Remote Sensing Data' In Proceedings of the 8th International Conference On Information Fusion, 2005
Wang, X. R. & Ramos, F.T. ‘Applying Structural EM in Autonomous Planetary Exploration Missions using Hyperspectral Image Spectroscopy’ In Proceedings 2005 IEEE International Conference on Robotics and Automation