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Manolis Tsakiris    助理教授、研究员
所在学院 信息科学与技术学院
研究方向 Unsupervised Machine Learning、Commutative Algebra、Adaptive Signal Processing
联系方式 mtsakiris@@shanghaitech.edu.cn
 
  个人简介  
Manolis Tsakiris is a 2007 electrical engineering graduate of the National Technical University of Athens, Greece. He obtained M.S. degrees in signal processing from Imperial College London, UK, 2009, and the University of Sao Paulo, Brazil, 2010. In 2017 he obtained his PhD degree from Johns Hopkins University in theoretical machine learning, under the supervision of Prof. Rene Vidal. Since August 2017 he is an assistant professor at the School of Information Science and Technology (SIST) at ShanghaiTech University.
  主要研究内容  
Unsupervised Machine Learning
Commutative Algebra
Adaptive Signal Processing
  代表性论文  

1. M. Tsakiris and R. Vidal. Hyperplane clustering via dual principal component pursuit. Proceedings of the International Conference on Machine Learning, 2017.


2. M. Tsakiris and R. Vidal. Algebraic clustering of affine subspaces. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017.


3. M. Tsakiris and R. Vidal. Filtrated algebraic subspace clustering. SIAM Journal of Imaging Sciences, 2017.


4. M. Tsakiris and R. Vidal. Dual Principal Component Pursuit. Proceedings of the International Conference on Computer Vision, 2015.


5. M. Tsakiris and D. Tarraf. Algebraic decompositions of dynamic programming problems with linear dynamics. Systems and Control Letters, 2015.


6. M. Tsakiris, C. Lopes and V. Nascimento. An array recursive least- squares algorithm with generic nonfading regularization matrix. IEEE Signal Processing Letters, 2010.
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