Sergios Theodoridis
Orcid: 0000-0001-5040-161X
According to our database1,
Sergios Theodoridis
authored at least 237 papers
between 1987 and 2023.
Collaborative distances:
Collaborative distances:
Awards
IEEE Fellow
IEEE Fellow 2008, "For contributions to the design of adaptive signal processing systems".
Timeline
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Online presence:
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Bibliography
2023
Towards Efficient Modeling and Inference in Multi-Dimensional Gaussian Process State-Space Models.
CoRR, 2023
CoRR, 2023
Interpretable Nonnegative Incoherent Deep Dictionary Learning for FMRI Data Analysis.
Proceedings of the IEEE International Conference on Acoustics, 2023
Proceedings of the IEEE International Conference on Acoustics, 2023
2022
Towards Flexible Sparsity-Aware Modeling: Automatic Tensor Rank Learning Using the Generalized Hyperbolic Prior.
IEEE Trans. Signal Process., 2022
Rethinking Bayesian Learning for Data Analysis: The art of prior and inference in sparsity-aware modeling.
IEEE Signal Process. Mag., 2022
Bayesian Photonic Accelerators for Energy Efficient and Noise Robust Neural Processing.
CoRR, 2022
Proceedings of the IEEE International Conference on Acoustics, 2022
Proceedings of the IEEE Workshop on Complexity in Engineering, 2022
2021
CoRR, 2021
Proceedings of the Speech and Computer - 23rd International Conference, 2021
Variational Conditional Dependence Hidden Markov Models for Skeleton-Based Action Recognition.
Proceedings of the Advances in Visual Computing - 16th International Symposium, 2021
Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021
2020
Linear Multiple Low-Rank Kernel Based Stationary Gaussian Processes Regression for Time Series.
IEEE Trans. Signal Process., 2020
Towards Probabilistic Tensor Canonical Polyadic Decomposition 2.0: Automatic Tensor Rank Learning Using Generalized Hyperbolic Prior.
CoRR, 2020
FedLoc: Federated Learning Framework for Cooperative Localization and Location Data Processing.
CoRR, 2020
Variational Conditional-Dependence Hidden Markov Models for Human Action Recognition.
CoRR, 2020
Proceedings of the Thirty-Sixth Conference on Uncertainty in Artificial Intelligence, 2020
2019
Linear Multiple Low-Rank Kernel Based Stationary Gaussian Processes Regression for Time Series.
CoRR, 2019
Proceedings of the Neural Information Processing - 26th International Conference, 2019
Proceedings of the 36th International Conference on Machine Learning, 2019
Tensor-based Blind fMRI Source Separation Without the Gaussian Noise Assumption - A β-Divergence Approach.
Proceedings of the 2019 IEEE Global Conference on Signal and Information Processing, 2019
2018
Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018
Online Distributed Learning Over Networks in RKH Spaces Using Random Fourier Features.
IEEE Trans. Signal Process., 2018
CoRR, 2018
Distributed Set-Theoretic Parameter Estimation in Networks with Ambiguous Measurements.
Proceedings of the 19th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2018
Sparse Structure Enabled Grid Spectral Mixture Kernel for Temporal Gaussian Process Regression.
Proceedings of the 21st International Conference on Information Fusion, 2018
Proceedings of the 26th European Signal Processing Conference, 2018
2017
Robust Nonlinear Regression: A Greedy Approach Employing Kernels With Application to Image Denoising.
IEEE Trans. Signal Process., 2017
Heterogeneous and Multitask Wireless Sensor Networks - Algorithms, Applications, and Challenges.
IEEE J. Sel. Top. Signal Process., 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
Proceedings of the Latent Variable Analysis and Signal Separation, 2017
Proceedings of the 25th European Signal Processing Conference, 2017
2016
Robust non-linear regression analysis: A greedy approach employing kernels and application to image denoising.
CoRR, 2016
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016
Proceedings of the 24th European Signal Processing Conference, 2016
2015
IEEE Trans. Signal Process., 2015
IEEE Trans. Signal Process., 2015
IEEE Trans. Signal Process., 2015
IEEE Trans. Neural Networks Learn. Syst., 2015
Pattern classification formulated as a missing data task: The audio genre classification case.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Distributed robust labeling of audio sources in heterogeneous wireless sensor networks.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Proceedings of the 23rd European Signal Processing Conference, 2015
Proceedings of the 23rd European Signal Processing Conference, 2015
2014
Guest Editorial Special Section on the 2013 IEEE International Symposium on Circuits and Systems (ISCAS 2013).
IEEE Trans. Circuits Syst. I Regul. Pap., 2014
EURASIP J. Adv. Signal Process., 2014
Efficient adaptive equalization of doubly dispersive channels in MIMO-FBMC/OQAM systems.
Proceedings of the 11th International Symposium on Wireless Communications Systems, 2014
Proceedings of the 6th International Symposium on Communications, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
Proceedings of the 22nd European Signal Processing Conference, 2014
Proceedings of the 22nd European Signal Processing Conference, 2014
Proceedings of the 22nd European Signal Processing Conference, 2014
Sparsity-aware learning in the context of echo cancelation: A set theoretic estimation approach.
Proceedings of the 22nd European Signal Processing Conference, 2014
Proceedings of the 4th International Workshop on Cognitive Information Processing, 2014
2013
IEEE Trans. Signal Process., 2013
IEEE Signal Process. Mag., 2013
Special Issue on Advances in Kernel-Based Learning for Signal Processing [From the Guest Editors].
IEEE Signal Process. Mag., 2013
Stochastic Analysis of Hyperslab-Based Adaptive Projected Subgradient Method Under Bounded Noise.
IEEE Signal Process. Lett., 2013
Signal Process., 2013
IEEE J. Sel. Top. Signal Process., 2013
Trading off Complexity With Communication Costs in Distributed Adaptive Learning via Krylov Subspaces for Dimensionality Reduction.
IEEE J. Sel. Top. Signal Process., 2013
CoRR, 2013
Proceedings of the 14th IEEE Workshop on Signal Processing Advances in Wireless Communications, 2013
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2013
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2013
Generalized Iterative Thresholding for Sparsity-Aware Online Volterra System Identification.
Proceedings of the ISWCS 2013, 2013
Proceedings of the ISWCS 2013, 2013
Proceedings of the 2013 IEEE International Symposium on Circuits and Systems (ISCAS2013), 2013
A greedy sparsity-promoting LMS for distributed adaptive learning in diffusion networks.
Proceedings of the IEEE International Conference on Acoustics, 2013
Proceedings of the 21st European Signal Processing Conference, 2013
Proceedings of the 21st European Signal Processing Conference, 2013
Proceedings of the 11th IFAC International Workshop on Adaptation and Learning in Control and Signal Processing, 2013
2012
IEEE Trans. Signal Process., 2012
Adaptive Multiregression in Reproducing Kernel Hilbert Spaces: The Multiaccess MIMO Channel Case.
IEEE Trans. Neural Networks Learn. Syst., 2012
Adaptive Learning in Complex Reproducing Kernel Hilbert Spaces Employing Wirtinger's Subgradients.
IEEE Trans. Neural Networks Learn. Syst., 2012
Signal Process., 2012
Generalized thresholding sparsity-aware algorithm for low complexity online learning.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 20th European Signal Processing Conference, 2012
Sparsity-promoting adaptive algorithm for distributed learning in diffusion networks.
Proceedings of the 20th European Signal Processing Conference, 2012
Proceedings of the 3rd International Workshop on Cognitive Information Processing, 2012
2011
Online Sparse System Identification and Signal Reconstruction Using Projections Onto Weighted ell<sub>1</sub> Balls.
IEEE Trans. Signal Process., 2011
IEEE Trans. Signal Process., 2011
Extension of Wirtinger's Calculus to Reproducing Kernel Hilbert Spaces and the Complex Kernel LMS.
IEEE Trans. Signal Process., 2011
Image Vis. Comput., 2011
Multimodal and ontology-based fusion approaches of audio and visual processing for violence detection in movies.
Expert Syst. Appl., 2011
CoRR, 2011
A fully automated scheme for mammographic segmentation and classification based on breast density and asymmetry.
Comput. Methods Programs Biomed., 2011
Reduced complexity online sparse signal reconstruction using projections onto weighted ℓ1 balls.
Proceedings of the 17th International Conference on Digital Signal Processing, 2011
Revisiting adaptive least-squares estimation and application to online sparse signal recovery.
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Robust adaptive sparse system identification by using weighted l1 balls and Moreau envelopes.
Proceedings of the 19th European Signal Processing Conference, 2011
Proceedings of the 19th European Signal Processing Conference, 2011
2010
Preamble-based channel estimation for CP-OFDM and OFDM/OQAM systems: a comparative study.
IEEE Trans. Signal Process., 2010
IEEE Trans. Image Process., 2010
Semi-blind maximum-likelihood joint channel/data estimation for correlated channels in multiuser MIMO networks.
Signal Process., 2010
Extension of Wirtinger's Calculus in Reproducing Kernel Hilbert Spaces and the Complex Kernel LMS
CoRR, 2010
Online Sparse System Identification and Signal Reconstruction using Projections onto Weighted ℓ<sub>1</sub> Balls
CoRR, 2010
Proceedings of the Artificial Intelligence: Theories, 2010
Proceedings of the 20th International Conference on Pattern Recognition, 2010
Proceedings of the 20th International Conference on Pattern Recognition, 2010
Adaptive algorithm for sparse system identification using projections onto weighted <i>l</i>1 balls.
Proceedings of the IEEE International Conference on Acoustics, 2010
Proceedings of the Artificial Neural Networks - ICANN 2010, 2010
Proceedings of the Artificial Neural Networks, 2010
Proceedings of the 2nd International Workshop on Cognitive Information Processing, 2010
2009
Adaptive constrained learning in reproducing Kernel Hilbert spaces: the robust beamforming case.
IEEE Trans. Signal Process., 2009
Proceedings of the 16th International Conference on Digital Signal Processing, 2009
Proceedings of the IEEE International Conference on Acoustics, 2009
Proceedings of the IEEE International Conference on Acoustics, 2009
A fully automated scheme for breast density estimation and asymmetry detection of mammograms.
Proceedings of the 17th European Signal Processing Conference, 2009
Proceedings of the 17th European Signal Processing Conference, 2009
2008
IEEE Trans. Signal Process., 2008
On Training Optimization for Estimation of Correlated MIMO Channels in the Presence of Multiuser Interference.
IEEE Trans. Signal Process., 2008
A Speech/Music Discriminator of Radio Recordings Based on Dynamic Programming and Bayesian Networks.
IEEE Trans. Multim., 2008
Sliding Window Generalized Kernel Affine Projection Algorithm Using Projection Mappings.
EURASIP J. Adv. Signal Process., 2008
EURASIP J. Adv. Signal Process., 2008
Proceedings of the International Workshop on Multimedia Signal Processing, 2008
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2008), 2008
Proceedings of the 19th International Conference on Pattern Recognition (ICPR 2008), 2008
Gunshot detection in audio streams from movies by means of dynamic programming and Bayesian networks.
Proceedings of the IEEE International Conference on Acoustics, 2008
Proceedings of the 2008 16th European Signal Processing Conference, 2008
2007
A Geometric Nearest Point Algorithm for the Efficient Solution of the SVM Classification Task.
IEEE Trans. Neural Networks, 2007
Reduced Convex Hulls: A Geometric Approach to Support Vector Machines [Lecture Notes].
IEEE Signal Process. Mag., 2007
Training-based estimation of correlated MIMO fading channels in the presence of colored interference.
Signal Process., 2007
Keyword-guided word spotting in historical printed documents using synthetic data and user feedback.
Int. J. Document Anal. Recognit., 2007
Multi-scaled morphological features for the characterization of mammographic masses using statistical classification schemes.
Artif. Intell. Medicine, 2007
A Multi-Class Audio Classification Method With Respect To Violent Content In Movies Using Bayesian Networks.
Proceedings of the IEEE 9th Workshop on Multimedia Signal Processing, 2007
An Application of Empirical Mode Decomposition on Tempo Induction from Music Recordings.
Proceedings of the 8th International Conference on Music Information Retrieval, 2007
Music Retrieval by Rhythmic Similarity Applied on Greek and African Traditional Music.
Proceedings of the 8th International Conference on Music Information Retrieval, 2007
Proceedings of the International Conference on Image Processing, 2007
Proceedings of the IEEE International Conference on Acoustics, 2007
Proceedings of the IEEE International Conference on Acoustics, 2007
A Bayesian Network Approach to Semantic Labelling of Text Formatting in XML Corpora of Documents.
Proceedings of the Universal Access in Human-Computer Interaction. Applications and Services, 2007
Proceedings of the 15th European Signal Processing Conference, 2007
Adaptive Image Content-Based Exposure Control for Scanning Applications in Radiography.
Proceedings of the Advanced Concepts for Intelligent Vision Systems, 2007
2006
An efficient low complexity cluster-based MLSE equalizer for frequency-selective fading channels.
IEEE Trans. Wirel. Commun., 2006
On the least-squares performance of a novel efficient center estimation method for clustering-based MLSE equalization.
IEEE Trans. Signal Process., 2006
IEEE Trans. Neural Networks, 2006
IEEE Trans. Speech Audio Process., 2006
A Novel Efficient Cluster-Based MLSE Equalizer for Satellite Communication Channels with M-QAM Signaling.
EURASIP J. Adv. Signal Process., 2006
Mammographic masses characterization based on localized texture and dataset fractal analysis using linear, neural and support vector machine classifiers.
Artif. Intell. Medicine, 2006
Proceedings of the Advances in Artificial Intelligence, 4th Helenic Conference on AI, 2006
A computationally efficient speech/music discriminator for radio recordings.
Proceedings of the ISMIR 2006, 2006
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006
Proceedings of the Artificial Neural Networks, 2006
Speech/music discrimination for radio broadcasts using a hybrid HMM-Bayesian Network architecture.
Proceedings of the 14th European Signal Processing Conference, 2006
2005
Proceedings of the ISMIR 2005, 2005
Melody spotting in raw audio recordings using Variable Duration Hidden Markov Models.
Proceedings of the 13th European Signal Processing Conference, 2005
Proceedings of the 13th European Signal Processing Conference, 2005
2004
Proceedings of the ISMIR 2004, 2004
An efficient low complexity clustering-based MLSE equalizer for frequency-selective fading channels.
Proceedings of the 2004 12th European Signal Processing Conference, 2004
2003
An efficient low-complexity technique for MLSE equalizers for linear and nonlinear channels.
IEEE Trans. Signal Process., 2003
Recognition of isolated musical patterns using context dependent dynamic time warping.
IEEE Trans. Speech Audio Process., 2003
Signal Process., 2003
2002
Pattern Recognit., 2002
Proceedings of the Music and Artificial Intelligence, Second International Conference, 2002
Mammographic mass classification using textural features and descriptive diagnostic data.
Proceedings of the 14th International Conference on Digital Signal Processing, 2002
Multi-resolution morphological analysis and classification of mammographic masses using shape, spectral and wavelet features.
Proceedings of the 14th International Conference on Digital Signal Processing, 2002
Proceedings of the 11th European Signal Processing Conference, 2002
2001
Proceedings of the Machine Learning and Its Applications, Advanced Lectures, 2001
2000
Blind and semi-blind equalization using hidden Markov models and clustering techniques.
Signal Process., 2000
An Optical Music Recognition System for the Notation of the Orthodox Hellenic Byzantine Music.
Proceedings of the 15th International Conference on Pattern Recognition, 2000
Proceedings of the 10th European Signal Processing Conference, 2000
A post-classification scheme for an OCR system for the notation of the Orthodox Hellenic Byzantine Music.
Proceedings of the 10th European Signal Processing Conference, 2000
1999
IEEE Trans. Signal Process., 1999
IEEE Signal Process. Mag., 1999
Pattern recognition.
Academic Press, ISBN: 978-0-12-686140-2, 1999
1998
IEEE Trans. Signal Process., 1998
IEEE Trans. Signal Process., 1998
IEEE Signal Process. Lett., 1998
Mirror-image symmetric perfect-reconstruction FIR filter banks: Parametrization and design.
Signal Process., 1998
Recognition of isolated musical patterns using discrete observation Hidden Markov models.
Proceedings of the 9th European Signal Processing Conference, 1998
Proceedings of the 9th European Signal Processing Conference, 1998
1997
Signal Process., 1997
Recognition of Isolated Musical Patterns in the context of Greek Traditional Music using Dynamic Time Warping Techniques.
Proceedings of the 1997 International Computer Music Conference, 1997
Proceedings of the 1997 IEEE International Conference on Acoustics, 1997
1996
On the perfect reconstruction problem in N-band multirate maximally decimated FIR filter banks.
IEEE Trans. Signal Process., 1996
Signal Process., 1996
Proceedings of Third International Conference on Electronics, Circuits, and Systems, 1996
Proceedings of Third International Conference on Electronics, Circuits, and Systems, 1996
Proceedings of Third International Conference on Electronics, Circuits, and Systems, 1996
Efficient clustering techniques for supervised and blind channel equalization in hostile environments.
Proceedings of the 8th European Signal Processing Conference, 1996
Proceedings of the 8th European Signal Processing Conference, 1996
Proceedings of the 8th European Signal Processing Conference, 1996
1995
IEEE Trans. Signal Process., 1995
Proceedings of the 1995 International Conference on Acoustics, 1995
Proceedings of the 1995 International Conference on Acoustics, 1995
1994
The fast Newton transversal filter: an efficient scheme for acoustic echo cancellation in mobile radio.
IEEE Trans. Signal Process., 1994
Efficient Levinson- and Schur-type algorithms for block near-to-Toeplitz systems of equations.
Signal Process., 1994
Signal Process., 1994
1993
Efficient Symmetric Algorithms for the Modified Covariance Method for Autoregressive Spectral Analysis.
IEEE Trans. Signal Process., 1993
1992
Complexity reduction in fast RLS transversal adaptive filters with application to acoustic echo cancellation.
Proceedings of the 1992 IEEE International Conference on Acoustics, 1992
1991
IEEE Trans. Signal Process., 1991
IEEE Trans. Signal Process., 1991
Signal Process., 1991
Microprocessing and Microprogramming, 1991
Proceedings of the 1991 International Conference on Acoustics, 1991
Proceedings of the Application Specific Array Processors, 1991
1990
IEEE Trans. Acoust. Speech Signal Process., 1990
IEEE Trans. Acoust. Speech Signal Process., 1990
IEEE Trans. Acoust. Speech Signal Process., 1990
A normalized lattice algorithm for AR spectral analysis and system identification filters with symmetric impulse response.
IEEE Trans. Acoust. Speech Signal Process., 1990
1989
Concurrent algorithms for a class of 1-D and 2-D Wiener FIR filters with symmetrical impulse response.
IEEE Trans. Acoust. Speech Signal Process., 1989
Interference rejection in PN spread-spectrum systems with LS linear phase FIR filters.
IEEE Trans. Commun., 1989
Proceedings of the IEEE International Conference on Acoustics, 1989
1988
Efficient structurally symmetric algorithms for least squares FIR filters with linear phase.
IEEE Trans. Acoust. Speech Signal Process., 1988
Proceedings of the IEEE International Conference on Acoustics, 1988
1987
A fast algorithm for block LS design of FIR filters with linear phase and optimum lag.
IEEE Trans. Acoust. Speech Signal Process., 1987
IEEE Trans. Acoust. Speech Signal Process., 1987
IEEE Trans. Acoust. Speech Signal Process., 1987
Microprocess. Microprogramming, 1987
LS FIR Smoothers and application to interference rejection in PN spread spectrum systems.
Proceedings of the IEEE International Conference on Acoustics, 1987