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machine learning and signal processing (selection)                         
  1. Y. Yao, L. Peng, M.C. Tsakiris. Unlabeled principal component analysis. arXiv:2101.09446[cs.LG], 2021. pdf 
  2. L. Peng, M.C. Tsakiris. Homomorphic sensing of subspace arrangements. arXiv:2006.05158v2[cs.LG], 2020. pdf
  3. L. Peng, M. C. Tsakiris. Linear regression without correspondences via concave minimization. IEEE Signal Processing Letters, 2020.
  4. M. C. Tsakiris. An exposition to the finiteness of fibers in matrix completion via Pluecker coordinates. arXiv:2004.12430[cs.LG], 2020. pdf
  5. T. Ding, Y. Yang, Z. Zhu, D. Robinson, R. Vidal, L. Kneip, M. C. Tsakiris. Robust homography estimation via dual principal component pursuit. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020. 
  6. M. C. Tsakiris, L. Peng, A. Conca, L. Kneip, Y. Shi, H. Choi. An algebraic-geometric approach to linear regression without correspondences. IEEE Transactions on Information Theory, 2020. pdf code 
  7. M. C. Tsakiris, L. Peng. Homomorphic sensing. International Conference on Machine Learning (ICML), 2019. pdf
  8. 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
  9. M. C. Tsakiris, R. Vidal. Dual principal component pursuit. Journal of Machine Learning Research (JMLR), 2018. pdf code
  10. M. C. Tsakiris, R. Vidal. Theoretical analysis of sparse subspace clustering with missing entries. International Conference on Machine Learning (ICML), 2018. pdf code
  11. M. C. Tsakiris, R. Vidal. Hyperplane clustering via dual principal component pursuit. International Conference on Machine Learning (ICML), 2017. pdf
  12. M. C. Tsakiris, R. Vidal. Filtrated algebraic subspace clustering. SIAM Journal of Imaging Sciences, 2017. pdf code
  13. M. C. Tsakiris, R. Vidal. Algebraic clustering of affine subspaces. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017. pdf
  14. M. C. Tsakiris, C. G. Lopes, P. A. Naylor. An alternative criterion for regularization in recursive least-squares problems. IEEE International Symposium on Wireless Communication Systems, 2010. pdf

commutative algebra and algebraic geometry
  1. M. C. Tsakiris. Results on the algebraic matroid of the determinantal variety. arXiv:2002.05082v5[math.AG], 2020. pdf
  2. M. C. Tsakiris. Determinantal conditions for homomorphic sensing.  arXiv:1812.07966v5[math.CO], 2020. pdf
  3. M. C. Tsakiris. Linearization of resolutions via products. Journal of Pure and Applied Algebra, 2020. pdf
  4. A. Conca, M. C. Tsakiris. Resolution of ideals associated to subspace arrangements. arXiv:1910.01955v2[math.AC], 2019. pdf