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I am assistant professor at the School of Information Science and Technology at ShanghaiTech UniversityI pursue research on subspace learning and related problems in algebraic geometry.

SELECTED PAPERS

linear regression without correspondences
  1. M. C. Tsakiris, L. Peng, A. Conca, L. Kneip, Y. Shi, H. Choi, An algebraic-geometric approach to linear regression without correspondences,  arXiv:1810.05440v2 [cs.LG], 2019. pdf code
  2. M. C. Tsakiris, L. Peng, Homomorphic sensing, International Conference on Machine Learning (ICML), 2019. pdf         
subspace learning                             
  1. Z. Zhu, Y. Wang, D. P. Robinson, D. Naiman, R. Vidal, M. C. Tsakiris, Dual principal component pursuit: Improved analysis and efficient algorithms, Neural Information Processing Systems (NeurIPS), 2018. pdf
  2. M. C. Tsakiris, R. Vidal, Dual principal component pursuit,  Journal of Machine Learning Research, 2018. pdf code
  3. M. C. Tsakiris, R. Vidal, Theoretical analysis of sparse subspace clustering with missing entries, International Conference on Machine Learning (ICML), 2018. pdf code
  4. M. C. Tsakiris, R. Vidal, Hyperplane clustering via dual principal component pursuit, International Conference on Machine Learning (ICML), 2019. pdf
  5. M. C. Tsakiris, R. Vidal, Filtrated algebraic subspace clustering, SIAM Journal of Imaging Sciences, 2017. pdf code
  6. M. C. Tsakiris, R. Vidal, Algebraic clustering of affine subspaces, IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017. pdf
commutative algebra
  1. A. Conca, M. C. Tsakiris, Resolution of ideals associated to subspace arrangements, arXiv:1910.01955 [math.AC], 2019. pdf
  2. M. C. Tsakiris, Linearization of resolutions via products, Journal of Pure and Applied Algebra, 2019. pdf   
  3. M. C. Tsakiris, Eigenspace conditions for homomorphic sensing, arXiv:1812.07966v4 [math.CO], 2019. pdf
adaptive filtering
  1. M. C. Tsakiris, C. G. Lopes, P. A. Naylor, An alternative criterion for regularization in recursive least-squares algorithm. IEEE International Symposium on Wireless Communications, 2010. pdf