Projects per year
Personal profile
Research profile
Machine Learning, Bayesian Learning, Deep Networks, Online Learning, fMRI data analysis, Signal Processing
Education/Academic qualification
Statistical Signal Processing, Maximum Entropy Spectral Analysis
Award Date: 30 Nov 1978
Signal Processing, MSc, Active Filters
Award Date: 1 Sept 1975
Physics, BSc, Statistical Mechanics, National and Kapodistrian University of Athens
Award Date: 30 Jun 1973
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Collaborations from the last five years
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Projects
- 1 Active
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Self-supervised learning for decoding audio signals
Yadav, S. (PI), Tan, Z.-H. (Supervisor), Theodoridis, S. (Supervisor) & Hansen, L. K. (Supervisor)
01/10/2022 → 30/09/2025
Project: PhD Project
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Audio xLSTMs: Learning Self-Supervised Audio Representations with xLSTMs
Yadav, S., Theodoridis, S. & Tan, Z.-H., 29 Aug 2024, arXiv, 5 p.Research output: Working paper/Preprint › Preprint
Open AccessFile25 Downloads (Pure) -
Cooperative Sensing Via Matrix Factorization of the Partially Received Sample Covariance Matrix
Zhou, R., Pu, W., Zhao, L., You, M. Y., Shi, Q. & Theodoridis, S., 2024, 2024 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2024 - Proceedings. IEEE (Institute of Electrical and Electronics Engineers), p. 8881-8885 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review
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Masked Autoencoders with Multi-Window Local-Global Attention Are Better Audio Learners
Yadav, S., Theodoridis, S., Hansen, L. K. & Tan, Z.-H., Jan 2024, The Twelfth International Conference on Learning Representations. OpenReview, 20 p.Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review
Open Access -
Towards Efficient Modeling and Inference in Multi-Dimensional Gaussian Process State-Space Models
Lin, Z., Maroñas, J., Li, Y., Yin, F. & Theodoridis, S., 19 Apr 2024, ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE (Institute of Electrical and Electronics Engineers), p. 12881-12885 5 p. 10447126. (I E E E International Conference on Acoustics, Speech and Signal Processing. Proceedings).Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review
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Interpretable Nonnegative Incoherent Deep Dictionary Learning for FMRI Data Analysis
Morante, M., Østergaard, J. & Theodoridis, S., 2023, ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing, Proceedings. IEEE Signal Processing Society, 5 p. 10095297. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, Vol. 2023-June).Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review