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Dr. LIU, Yang 劉泱
Ph.D., M.Eng., B.Eng.
Research Assistant Professor, Department of Computer Science

 
   
E-mail:
Personal Website: http://www.comp.hkbu.edu.hk/~csygliu/

Dr. Liu is currently a Research Assistant Professor in the Department of Computer Science at Hong Kong Baptist University. He received his B.Eng. and M.Eng. degrees in Automation from National University of Defense Technology in 2004 and 2007, respectively. He received the Ph.D. degree in Computing from The Hong Kong Polytechnic University in 2011. Between 2011 and 2012, he was a Postdoctoral Research Associate in the Department of Statistics at Yale University. Before joining HKBU, Dr. Liu was a Research Fellow and the Coordinator of Cognitive Computing Lab in the Department of Computing at PolyU. His research interests include cognitive science, machine learning, applied mathematics, as well as their applications in brain modeling, high-dimensional data mining, visual content analysis, music therapy, health informatics, and complex network analysis.


Research Interests

  • Machine Learning, Pattern Recognition, Data Mining
  • Health Informatics, Complex Network Analysis
  • Cognitive Science, Affective Computing, Brain Modeling
  • Visual Content Analysis, Music Therapy

Selected Publications

  • Yan Liu, Yang Liu, Shenghua Zhong, and Songtao Wu. Implicit Visual Learning: Image Recognition via Dissipative Learning Model, ACM Transactions on Intelligent Systems and Technology (ACM TIST), 8(2), 31:1-24. 2017.
  • Yang Liu, Yan Liu, Xiang Zhang, Gong Chen, and Kejun Zhang. Learning Music Emotion Primitives via Supervised Dynamic Clustering, in Proceedings of 24th ACM International Conference on Multimedia (ACM MM), 2016.
  • Yang Liu, Yan Liu, Chaoguang Wang, Xiaohong Wang, Peiyuan Zhou, Gino Yu, and Keith C.C. Chan. What Strikes the Strings of Your Heart? – Multi-Label Dimensionality Reduction for Music Emotion Analysis via Brain Imaging, IEEE Transactions on Autonomous Mental Development (IEEE TAMD), 7(3), pp. 176-188, 2015.
  • Yang Liu, Yan Liu, Yu Zhao, and Kien A. Hua. What Strikes the Strings of Your Heart? – Feature Mining for Music Emotion Analysis, IEEE Transactions on Affective Computing (IEEE TAC), 6(3), pp. 247-260, 2015.
  • Yang Liu, Yan Liu, Keith C.C. Chan, and Kien A. Hua. Hybrid manifold embedding, IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 25(12), pp. 2295-2302, 2014.
  • Yang Liu, Yan Liu, Yu Zhao, and Kien A. Hua. What Strikes the Strings of Your Heart? - Multi-Label Dimensionality Reduction for Music Emotion Analysis, in Proceedings of 22nd ACM International Conference on Multimedia (ACM MM), pp. 1069-1072, 2014. 
  • Yang Liu, Yan Liu, and Keith C. C. Chan. Tensor-based locally maximum margin classifier for image and video classification, Computer Vision and Image Understanding (CVIU), 115(3), pp. 300-309, 2011.
  • Yang Liu, Yan Liu, and Keith C. C. Chan. Ordinal regression via manifold learning, in Proceedings of 25th AAAI Conference on Artificial Intelligence (AAAI), pp. 398-403, 2011.
  • Yang Liu, Yan Liu, and Keith C. C. Chan. Tensor distance based multilinear locality-preserving maximum information embedding, IEEE Transactions on Neural Networks (IEEE TNN), 21(11), pp. 1848-1854, 2010.
  • Yang Liu, Yan Liu, and Keith C. C. Chan. Multilinear maximum distance embedding via L1-norm optimization, in Proceedings of 24th AAAI Conference on Artificial Intelligence (AAAI), pp. 525-530, 2010.
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Department of Computer Science, Hong Kong Baptist University
Hong Kong Baptist University