Publications
Journal Article
"Multivariate reduced rank regression by signal subspace matching",
Signal Processing, 06/2024.
"Localization of Brain Signals by Alternating Projection",
Biomedical Signal Processing and Control, vol. 90, issue 4, 04/2024.
"Robust Subspace Tracking by Soft-Projections and Signal Subspace Matching",
IEEE Transactions on Aerospace and Electronic Systems, vol. 59, issue 6, pp. 8696 - 8709, 12/2023.
"Learning an optimised stable Taylor-Galerkin convection scheme based on a local spectral model for the numerical error dynamics",
Journal of Computational Physics, vol. 493, pp. 112430, 11/2023.
"An F-ratio-Based Method for Estimating the Number of Active Sources in MEG",
Frontiers in Human Neuroscience, vol. 17, 08/2023.
"Vector Set Classification by Signal Subspace Matching",
IEEE Transactions on Information Theory, vol. 69, issue 3, pp. 1853 - 1865, 03/2023.
"Encoder–Decoder Architecture for 3D Seismic Inversion",
Sensors, vol. 23, issue 1, 12/2022.
"Character-level HyperNetworks for hate speech detection",
Expert Systems with Applications, vol. 205, pp. 117571, 11/2022.
"Detection of the Number of Exponentials by Invariant-Signal-Subspace Matching",
IEEE Transactions on Information Theory, vol. 68, issue 7, pp. 4892 - 4900, 07/2022.
"Detection of the Number of Signals in Uniform Arrays by Invariant-Signal-Subspace Matching",
IEEE Transactions on Signal Processing, vol. 70, pp. 1270 - 1281, 02/2022.
"Localization of Multiple Sources in the Presence of Model Errors by Total Least Squares",
IEEE Transactions on Aerospace and Electronic Systems, vol. 57, issue 3, pp. 1949 - 1955, 2021.
"Direction of Arrival Estimation in the Presence of Model Errors by Signal Subspace Matching",
Signal Processing, vol. 181, issue 4, 2021.
"Deep Learning for Seismic Inverse Problems: Toward the Acceleration of Geophysical Analysis Workflows",
IEEE Signal Processing Magazine, vol. 38, issue 2, pp. 89-119, 03/2021.
"Detection of the Number of Signals by Signal Subspace Matching",
IEEE Transactions on Signal Processing, vol. 69, pp. 973 - 985, 01/2021.
"MEG Source Localization via Deep Learning",
Sensors, vol. 21, issue 13, 2021.
"Subspace-Constrained Array Response Estimation in the Presence of Model Errors",
IEEE Transactions on Signal Processing, vol. 69, pp. 417-427, 12/2020.
"Towards Hate Speech Detection at Large via Deep Generative Modeling",
IEEE Internet Computing, 10/2020.
"Localization of Multiple Sources With Known Waveforms by Array Response Matching",
Signal Processing, 07/2020.
"Blind Constant Modulus Multiuser Detection via Low-Rank Approximation",
IEEE Signal Processing Letters, vol. 26, issue 9, pp. 1290-1294, 09/2019.
"Constant Modulus Algorithms via Low-Rank Approximation",
Signal Processing, vol. 160, issue 7, pp. 263-270, 07/2019.
"Deep Learning Tomography",
The Leading Edge, vol. 37, issue 1, pp. 58–66, 01/2018.
"Covariance-Assisted Matching Pursuit",
IEEE Signal Processing Letters, vol. 23, issue 1, pp. 149-153, 01/2016.
"Linear-Time Subspace Clustering via Bipartite Graph Modeling",
IEEE Transactions on Neural Networks and Learning Systems, vol. 26, issue 10, pp. 2234-2246, 10/2015.
"Sparse Coding with Anomaly Detection",
Journal of Signal Processing Systems, Springer, vol. 79, issue 2, pp. 179–188, 05/2015.
"Probabilistic Subspace Clustering Via Sparse Representations",
IEEE Signal Processing Letters, vol. 20, issue 1, pp. 63-66, 01/2013.
"Audio Inpainting",
IEEE Transactions on Audio, Speech, and Language Processing, vol. 20, issue 3, pp. 922-932, 03/2012.
Conference Proceedings
"Localization of Spatially Extended Brain Sources by Flexible Alternating Projection (Flex-AP)",
21st IEEE International Symposium on Biomedical Imaging (ISBI), 02/2024.
"Deep compressed learning for 3D seismic inversion",
Third International Meeting for Applied Geoscience & Energy (IMAGE23), pp. 1054 - 1058, 12/2023.
"Subspace Outliers Detection by Signal Subspace Matching",
31st European Signal Processing Conference (EUSIPCO), pp. 2043-2047, 2023.
"Brain Source Localization by Alternating Projection",
IEEE International Symposium on Biomedical Imaging (ISBI) 2022, Kolkata, India, 03/2022.
"Fight Fire with Fire: Fine-tuning Hate Detectors using Large Samples of Generated Hate Speech",
Empirical Methods in Natural Language Processing (EMNLP) Findings, 2021.
"Data-driven Taylor-Galerkin Finite-Element Scheme for Convection Problems",
NeurIPS Workshops , The Symbiosis of Deep Learning and Differential Equations, 2021.
"Direct Localization by Partly Calibrated Arrays: A Relaxed Maximum Likelihood Solution",
27th European Conference on Signal Processing (EUSIPCO), A Coruna, Spain, 09/2019.
"Deep Recurrent Architectures for Seismic Tomography",
81st EAGE Conference and Exhibition, London, UK, 06/2019.
"Constant Modulus Beamforming Via Low-Rank Approximation",
IEEE Statistical Signal Processing Workshop (SSP), Freiburg, Germany, pp. 776-780, 06/2018.
"Block-based compressed sensing of images via deep learning",
IEEE 19th International Workshop on Multimedia Signal Processing (MMSP), Luton, UK, 10/2017.
"Compressed Learning: A Deep Neural Network Approach",
Signal Processing with Adaptive Sparse Structured Representations (SPARS), Lisbon, Portugal, 06/2017.
"A constrained matching pursuit approach to audio declipping",
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Prague, pp. 329-332, 05/2011.
Book Chapter
"Fast and Accurate Seismic Tomography via Deep Learning",
Deep Learning: Algorithms and Applications: Springer, pp. 129-156, 2020.
"Compressed Learning for Image Classification: A Deep Neural Network Approach",
Handbook of Numerical Analysis, vol. 19: Elsevier, pp. 3-17, 2018.