Ali H. Sayed
EPFL STI-DO
BM 4102 (Bâtiment BM)
Station 17
CH-1015 Lausanne
+41 21 693 69 44
+41 21 693 56 91
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Web site: Site web: https://sti.epfl.ch/page-1740.html
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BM 4102 (Bâtiment BM)
Station 17
CH-1015 Lausanne
Web site: Site web: https://asl.epfl.ch
+41 21 693 69 44
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Biographie
Ali H. Sayed est doyen de la Faculté des sciences et techniques de l’ingénieur (STI) de l'EPFL, en Suisse, où il dirige également le laboratoire de systèmes adaptatifs. Il a également été professeur émérite et président du département d'ingénierie électrique de l'UCLA. Il est reconnu comme un chercheur hautement cité et est membre de la US National Academy of Engineering. Il est également membre de l'Académie mondiale des sciences et a été président de l'IEEE Signal Processing Society en 2018 et 2019. Le professeur Sayed est auteur et co-auteur de plus de 570 publications et de six monographies. Ses recherches portent sur plusieurs domaines, dont les théories d'adaptation et d'apprentissage, les sciences des données et des réseaux, l'inférence statistique et les systèmes multi-agents, entre autres. Ses travaux ont été récompensés par plusieurs prix importants, notamment le prix Fourier de l'IEEE (2022), le prix de la société Norbert Wiener (2020) et le prix de l'éducation (2015) de la société de traitement des signaux de l'IEEE, le prix Papoulis (2014) de l'Association européenne de traitement des signaux, le Meritorious Service Award (2013) et le prix de la réalisation technique (2012) de la société de traitement des signaux de l'IEEE, le prix Terman (2005) de la société américaine de formation des ingénieurs, le prix de conférencier émérite (2005) de la société de traitement des signaux de l'IEEE, le prix Koweït (2003) et le prix Donald G. Fink (1996) de l'IEEE. Ses publications ont été récompensées par plusieurs prix du meilleur article de l'IEEE (2002, 2005, 2012, 2014) et de l'EURASIP (2015). Pour finir, Ali H. Sayed est aussi membre de l'IEEE, d'EURASIP et de l'American Association for the Advancement of Science (AAAS), l'éditeur de la revue Science.Recherche
Théories de l'adaptation et de l'apprentissage, sciences des données et des réseaux, inférence statistique, réseaux adaptatifs, optimisation, modèles d'inspiration biologique.Honneurs et récompenses
- IEEE Fourier Award, 2022.
- World Academy of Sciences, 2021.
- Norbert Wiener Society Award, IEEE Signal Processing Society, 2020.
- Fellow, European Association for Signal Processing, 2019
- US National Academy of Engineering, 2018.
- Education Award, IEEE Signal Processing Society, 2015.
- Leverhulme Visiting Professorship, United Kingdom, 2013-2015
- Papoulis Award, European Association for Signal Processing, 2014.
- Meritorious Service Award, IEEE Signal Processing Society, 2013.
- Fellow, American Association for the Advancement of Science, 2013.
- Technical Achievement Award, IEEE Signal Processing Society, 2012.
- Terman Award, American Society for Engineering Education, 2005.
- Distinguished Lecturer, IEEE Signal Processing Society, 2005
- Kuwait Prize in Basic Sciences, 2003
- Fellow, IEEE, 2001
- IEEE Donald G. Fink Prize, 1996
- Several Best Paper Awards
- Several Plenary Lectures
- Highly Cited Researcher
Services rédactionnels
- Founding Editor-in-Chief, Open Access Book Series on Information and Learning Sciences, NOW, 2021-
- Editor-in-Chief, EURASIP Journal on Advances in Signal Processing, Jan. 2006-Dec. 2007.
- Editor-in-Chief, IEEE Transactions on Signal Processing, Jan. 2003-Dec. 2005.
- Member of several editorial boards.
- Co-editorship of several special issues.
Publications
Publications Infoscience
Privatized graph federated learning
Eurasip Journal On Advances In Signal Processing. 2023-08-25. DOI : 10.1186/s13634-023-01049-4.Design of a Tap-Amplitude-Based Block Proportional Adaptive Filtering Algorithm
Ieee Transactions On Signal Processing. 2023-01-01. DOI : 10.1109/TSP.2023.3290659.Self-Aware Social Learning Over Graphs
Ieee Transactions On Information Theory. 2023-08-01. DOI : 10.1109/TIT.2023.3276214.Networked Signal and Information Processing: Learning by multiagent systems
Ieee Signal Processing Magazine. 2023-07-01. DOI : 10.1109/MSP.2023.3267896.Quantization for Decentralized Learning Under Subspace Constraints
Ieee Transactions On Signal Processing. 2023-01-01. DOI : 10.1109/TSP.2023.3287333.Multi-agent Learning with Privacy Guarantees
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-9939.Causal Influences over Social Learning Networks
2023-07-12.Learning From Heterogeneous Data Based on Social Interactions Over Graphs
Ieee Transactions On Information Theory. 2023-05-01. DOI : 10.1109/TIT.2022.3232368.Discovering Influencers in Opinion Formation Over Social Graphs
Ieee Open Journal Of Signal Processing. 2023-01-01. DOI : 10.1109/OJSP.2023.3261132.Social Learning under Randomized Collaborations
2023-08-03. 2022 IEEE International Symposium on Information Theory (ISIT), Espoo, Finland, 26 June-1 July, 2022. p. 115-120. DOI : 10.1109/ISIT50566.2022.9834621.Estimating the Topology of Preferential Attachment Graphs Under Partial Observability
Ieee Transactions On Information Theory. 2023-02-01. DOI : 10.1109/TIT.2022.3211078.On the Fusion Strategies for Federated Decision Making
2023-03-10.Decentralized Semi-supervised Learning over Multitask Graphs
2022-01-01. 56th Asilomar Conference on Signals, Systems, and Computers, ELECTR NETWORK, Oct 31-Nov 02, 2022. p. 419-425. DOI : 10.1109/IEEECONF56349.2022.10052032.Finite Bit Quantization For Decentralized Learning Under Subspace Constraints
2022-01-01. 30th European Signal Processing Conference (EUSIPCO), Belgrade, SERBIA, Aug 29-Sep 02, 2022. p. 1851-1855. DOI : 10.23919/EUSIPCO55093.2022.9909791.Social Learning with Disparate Hypotheses
2022-01-01. 30th European Signal Processing Conference (EUSIPCO), Belgrade, SERBIA, Aug 29-Sep 02, 2022. p. 2171-2175. DOI : 10.23919/EUSIPCO55093.2022.9909947.Explainability and Graph Learning From Social Interactions
Ieee Transactions On Signal And Information Processing Over Networks. 2022-01-01. DOI : 10.1109/TSIPN.2022.3223805.Opinion Formation over Adaptive Networks
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-9905.Hidden Markov Modeling Over Graphs
2022-01-01. IEEE Data Science and Learning Workshop (DSLW), ELECTR NETWORK, May 22-23, 2022. DOI : 10.1109/DSLW53931.2022.9820077.Regularized Diffusion Adaptation via Conjugate Smoothing
Ieee Transactions On Automatic Control. 2022-05-01. DOI : 10.1109/TAC.2021.3081073.Decision-making algorithms for learning and adaptation with application to COVID-19 data
Signal Processing. 2022-05-01. DOI : 10.1016/j.sigpro.2021.108426.Distributed Meta-Learning with Networked Agents
2021-01-01. 29th European Signal Processing Conference (EUSIPCO), ELECTR NETWORK, Aug 23-27, 2021. p. 1361-1365. DOI : 10.23919/EUSIPCO54536.2021.9616256.Competing Adaptive Networks
2021-01-01. IEEE Statistical Signal Processing Workshop (SSP), ELECTR NETWORK, Jul 11-14, 2021. p. 71-75. DOI : 10.1109/SSP49050.2021.9513819.Network Classifiers Based On Social Learning
2021-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ELECTR NETWORK, Jun 06-11, 2021. p. 5185-5189. DOI : 10.1109/ICASSP39728.2021.9414126.Gramian-Based Adaptive Combination Policies For Diffusion Learning Over Networks
2021-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ELECTR NETWORK, Jun 06-11, 2021. p. 5215-5219. DOI : 10.1109/ICASSP39728.2021.9414449.Learning Bollobas-Riordan Graphs Under Partial Observability
2021-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ELECTR NETWORK, Jun 06-11, 2021. p. 5360-5364. DOI : 10.1109/ICASSP39728.2021.9414217.Graph-Homomorphic Perturbations For Private Decentralized Learning
2021-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ELECTR NETWORK, Jun 06-11, 2021. p. 5240-5244. DOI : 10.1109/ICASSP39728.2021.9413811.Social Learning Under Inferential Attacks
2021-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ELECTR NETWORK, Jun 06-11, 2021. p. 5479-5483. DOI : 10.1109/ICASSP39728.2021.9413642.A Fundamental Limit of Distributed Hypothesis Testing Under Memoryless Quantization
2021-11-12Dual Consensus Proximal Algorithm for Multi-Agent Sharing Problems
Ieee Transactions On Signal Processing. 2021-01-01. DOI : 10.1109/TSP.2021.3114978.Frequency-Domain Diffusion Adaptation Over Networks
Ieee Transactions On Signal Processing. 2021-01-01. DOI : 10.1109/TSP.2021.3107622.Adaptive Social Learning
Ieee Transactions On Information Theory. 2021-09-01. DOI : 10.1109/TIT.2021.3094633.Logical Team Q-learning: An approach towards factored policies in cooperative MARL
2021-01-01. 24th International Conference on Artificial Intelligence and Statistics (AISTATS), ELECTR NETWORK, Apr 13-15, 2021. p. 667-675.Belief Control Strategies for Interactions Over Weakly-Connected Graphs
Ieee Open Journal Of Signal Processing. 2021-01-01. DOI : 10.1109/OJSP.2021.3081026.Decision Learning and Adaptation Over Multi-Task Networks
Ieee Transactions On Signal Processing. 2021-01-01. DOI : 10.1109/TSP.2021.3077804.Decentralized Proximal Gradient Algorithms With Linear Convergence Rates
Ieee Transactions On Automatic Control. 2021-06-01. DOI : 10.1109/TAC.2020.3009363.Multiagent Fully Decentralized Value Function Learning With Linear Convergence Rates
Ieee Transactions On Automatic Control. 2021-04-01. DOI : 10.1109/TAC.2020.2995814.Distributed Learning in Non-Convex Environments-Part I: Agreement at a Linear Rate
Ieee Transactions On Signal Processing. 2021-01-01. DOI : 10.1109/TSP.2021.3050858.Distributed Learning in Non-Convex Environments-Part II: Polynomial Escape From Saddle-Points
Ieee Transactions On Signal Processing. 2021-01-01. DOI : 10.1109/TSP.2021.3050840.Learning Over Multitask Graphs-Part I: Stability Analysis
Ieee Open Journal Of Signal Processing. 2020-01-01. DOI : 10.1109/OJSP.2020.2989038.Learning Over Multitask Graphs-Part II: Performance Analysis
Ieee Open Journal Of Signal Processing. 2020-01-01. DOI : 10.1109/OJSP.2020.2989031.Interplay Between Topology and Social Learning Over Weak Graphs
Ieee Open Journal Of Signal Processing. 2020-01-01. DOI : 10.1109/OJSP.2020.3006436.Second-Order Guarantees In Federated Learning
2020-01-01. 54th Asilomar Conference on Signals, Systems, and Computers, ELECTR NETWORK, Nov 01-05, 2020. p. 915-922. DOI : 10.1109/IEEECONF51394.2020.9443421.Adaptation in Online Social Learning
2020-01-01. 28th European Signal Processing Conference (EUSIPCO), ELECTR NETWORK, Jan 18-22, 2021. p. 2170-2174. DOI : 10.23919/Eusipco47968.2020.9287445.A Multi-Agent Primal-Dual Strategy for Composite Optimization over Distributed Features
2020-01-01. 28th European Signal Processing Conference (EUSIPCO), ELECTR NETWORK, Jan 18-22, 2021. p. 2095-2099. DOI : 10.23919/Eusipco47968.2020.9287370.Learning Graph Influence From Social Interactions
2020-01-01. IEEE International Conference on Acoustics, Speech, and Signal Processing, Barcelona, SPAIN, May 04-08, 2020. p. 5535-5539. DOI : 10.1109/ICASSP40776.2020.9054244.Adaptation And Learning In Multi-Task Decision Systems
2020-01-01. IEEE International Conference on Acoustics, Speech, and Signal Processing, Barcelona, SPAIN, May 04-08, 2020. p. 5525-5529. DOI : 10.1109/ICASSP40776.2020.9053560.Social Learning With Partial Information Sharing
2020-01-01. IEEE International Conference on Acoustics, Speech, and Signal Processing, Barcelona, SPAIN, May 04-08, 2020. p. 5540-5544. DOI : 10.1109/ICASSP40776.2020.9052947.Dynamic Federated Learning
2020-01-01. 21st IEEE International Workshop on Signal Processing Advances in Wireless Communications (IEEE SPAWC), ELECTR NETWORK, May 26-29, 2020. DOI : 10.1109/SPAWC48557.2020.9154327.Linear Speedup In Saddle-Point Escape For Decentralized Non-Convex Optimization
2020-01-01. IEEE International Conference on Acoustics, Speech, and Signal Processing, Barcelona, SPAIN, May 04-08, 2020. p. 8589-8593. DOI : 10.1109/ICASSP40776.2020.9054327.Revisiting correlation-based functional connectivity and its relationship with structural connectivity
Network Neuroscience. 2020-12-01. DOI : 10.1162/netn_a_00166.Convex Combination of Diffusion Strategies Over Networks
Ieee Transactions On Signal And Information Processing Over Networks. 2020-01-01. DOI : 10.1109/TSIPN.2020.3038017.Second-order guarantees in centralized, federated and decentralized nonconvex optimization
Communications In Information And Systems. 2020-01-01. DOI : 10.4310/CIS.2020.v20.n3.a4.A Proximal Diffusion Strategy for Multiagent Optimization With Sparse Affine Constraints
Ieee Transactions On Automatic Control. 2020-11-01. DOI : 10.1109/TAC.2019.2960265.Graph Learning Under Partial Observability
Proceedings Of The Ieee. 2020-11-01. DOI : 10.1109/JPROC.2020.3013432.Online Distributed Learning Over Graphs With Multitask Graph-Filter Models
Ieee Transactions On Signal And Information Processing Over Networks. 2020-01-01. DOI : 10.1109/TSIPN.2020.2964214.On the Influence of Bias-Correction on Distributed Stochastic Optimization
Ieee Transactions On Signal Processing. 2020-01-01. DOI : 10.1109/TSP.2020.3008605.Tracking Performance of Online Stochastic Learners
Ieee Signal Processing Letters. 2020-01-01. DOI : 10.1109/LSP.2020.3013775.Diffusion LMS With Communication Delays: Stability and Performance Analysis
Ieee Signal Processing Letters. 2020-01-01. DOI : 10.1109/LSP.2020.2990086.Adaptation and Learning Over Networks Under Subspace Constraints & x2014;Part II: Performance Analysis
Ieee Transactions On Signal Processing. 2020-01-01. DOI : 10.1109/TSP.2020.2987468.Linear convergence of primal-dual gradient methods and their performance in distributed optimization
Automatica. 2020-07-01. DOI : 10.1016/j.automatica.2020.109003.Walkman: A Communication-Efficient Random-Walk Algorithm for Decentralized Optimization
Ieee Transactions On Signal Processing. 2020-01-01. DOI : 10.1109/TSP.2020.2983167.Multitask Learning Over Graphs: An Approach for Distributed, Streaming Machine Learning
Ieee Signal Processing Magazine. 2020-05-01. DOI : 10.1109/MSP.2020.2966273.Affine Combination of Diffusion Strategies Over Networks
Ieee Transactions On Signal Processing. 2020-01-01. DOI : 10.1109/TSP.2020.2975346.Adaptation and Learning Over Networks Under Subspace Constraints-Part I: Stability Analysis
Ieee Transactions On Signal Processing. 2020-01-01. DOI : 10.1109/TSP.2020.2970336.Variance-Reduced Stochastic Learning Under Random Reshuffling
Ieee Transactions On Signal Processing. 2020-01-01. DOI : 10.1109/TSP.2020.2968280.Distributed Coupled Multiagent Stochastic Optimization
Ieee Transactions On Automatic Control. 2020-01-01. DOI : 10.1109/TAC.2019.2906495.Local Tomography of Large Networks Under the Low-Observability Regime
Ieee Transactions On Information Theory. 2020-01-01. DOI : 10.1109/TIT.2019.2945033.Polynomial Escape-Time From Saddle Points In Distributed Non-Convex Optimization
2019-01-01. 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), Guadeloupe, FRANCE, Dec 15-18, 2019. p. 171-175. DOI : 10.1109/CAMSAP45676.2019.9022458.Distributed Learning over Networks under Subspace Constraints
2019-01-01. 53rd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, Nov 03-06, 2019. p. 194-198. DOI : 10.1109/IEEECONF44664.2019.9049074.A Linearly Convergent Proximal Gradient Algorithm for Decentralized Optimization
2019-01-01. 33rd Conference on Neural Information Processing Systems (NeurIPS), Vancouver, CANADA, Dec 08-14, 2019.Dynamic Average Diffusion With Randomized Coordinate Updates
Ieee Transactions On Signal And Information Processing Over Networks. 2019-12-01. DOI : 10.1109/TSIPN.2019.2942191.Distributed Value-Function Learning with Linear Convergence Rates
2019-01-01. 18th European Control Conference (ECC), Naples, ITALY, Jun 25-28, 2019. p. 505-511. DOI : 10.23919/ECC.2019.8795670.Graph Learning with Partial Observations: Role of Degree Concentration
2019-01-01. IEEE International Symposium on Information Theory (ISIT), Paris, FRANCE, Jul 07-12, 2019. p. 1312-1316. DOI : 10.1109/ISIT.2019.8849234.Detection Under One-Bit Messaging Over Adaptive Networks
IEEE Transactions on Information Theory. 2019-10-01. DOI : 10.1109/TIT.2019.2916845.Diffusion Learning In Non-Convex Environments
2019-01-01. 44th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, ENGLAND, May 12-17, 2019. p. 5262-5266. DOI : 10.1109/ICASSP.2019.8683707.Distributed Inference Over Networks Under Subspace Constraints
2019-01-01. 44th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, ENGLAND, May 12-17, 2019. p. 5232-5236. DOI : 10.1109/ICASSP.2019.8683028.Cover: A Cluster-Based Variance Reduced Method For Online Learning
2019-01-01. 44th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, ENGLAND, May 12-17, 2019. p. 3102-3106. DOI : 10.1109/ICASSP.2019.8682527.Team Policy Learning For Multi-Agent Reinforcement Learning
2019-01-01. 44th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, ENGLAND, May 12-17, 2019. p. 3062-3066. DOI : 10.1109/ICASSP.2019.8683168.Exponential Collapse Of Social Beliefs Over Weakly-Connected Heterogeneous Networks
2019-01-01. 44th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, ENGLAND, May 12-17, 2019. p. 5267-5271. DOI : 10.1109/ICASSP.2019.8683752.Decentralized Decision-Making Over Multi-Task Networks
Signal Processing. 2019-07-01. DOI : 10.1016/j.sigpro.2019.01.029.A Regularization Framework for Learning Over Multitask Graphs
Ieee Signal Processing Letters. 2019-02-01. DOI : 10.1109/LSP.2018.2889267.Supervised Learning Under Distributed Features
Ieee Transactions On Signal Processing. 2019-02-15. DOI : 10.1109/TSP.2018.2881661.Variance-Reduced Stochastic Learning by Networked Agents Under Random Reshuffling
Ieee Transactions On Signal Processing. 2019-01-15. DOI : 10.1109/TSP.2018.2872003.Exact Diffusion for Distributed Optimization and Learning-Part I: Algorithm Development
Ieee Transactions On Signal Processing. 2019-02-01. DOI : 10.1109/TSP.2018.2875898.Exact Diffusion for Distributed Optimization and Learning-Part II: Convergence Analysis
Ieee Transactions On Signal Processing. 2019-02-01. DOI : 10.1109/TSP.2018.2875883.Stochastic Learning Under Random Reshuffling With Constant Step-Sizes
Ieee Transactions On Signal Processing. 2019-01-15. DOI : 10.1109/TSP.2018.2878551.Consistent Tomography Under Partial Observations Over Adaptive Networks
Ieee Transactions On Information Theory. 2019-01-01. DOI : 10.1109/TIT.2018.2839192.Decentralized clustering for node-variant graph filtering with graph diffusion LMS
2018-01-01. 52nd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, Oct 28-Nov 01, 2018. p. 1418-1422. DOI : 10.1109/ACSSC.2018.8645368.Tomography of Large Adaptive Networks under the Dense Latent Regime
2018-01-01. 52nd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, Oct 28-Nov 01, 2018. p. 2144-2148. DOI : 10.1109/ACSSC.2018.8645374.Decisions under Binary Messaging over Adaptive Networks
2018-01-01. European Signal Processing Conference (EUSIPCO), Rome, ITALY, Aug 03-07, 2018. p. 410-414. DOI : 10.23919/EUSIPCO.2018.8553091.Efficient Variance-Reduced Learning Over Multi-Agent Networks
2018-01-01. European Signal Processing Conference (EUSIPCO), Rome, ITALY, Aug 03-07, 2018. p. 415-419. DOI : 10.23919/EUSIPCO.2018.8553100.A Preconditioned Graph Diffusion LMS for Adaptive Graph Signal Processing
2018-01-01. European Signal Processing Conference (EUSIPCO), Rome, ITALY, Aug 03-07, 2018. p. 111-115. DOI : 10.23919/EUSIPCO.2018.8553273.Convergence Of Variance-Reduced Learning Under Random Reshuffling
2018-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, CANADA, Apr 15-20, 2018. p. 2286-2290. DOI : 10.1109/ICASSP.2018.8461739.Distributed Coupled Learning Over Adaptive Networks
2018-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, CANADA, Apr 15-20, 2018. p. 6353-6357. DOI : 10.1109/ICASSP.2018.8461391.Tomography Of Adaptive Multi-Agent Networks Under Limited Observation
2018-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, CANADA, Apr 15-20, 2018. p. 6638-6642. DOI : 10.1109/ICASSP.2018.8461453.Consistent Tomography over Diffusion Networks under the Low-Observability Regime
2018-01-01. IEEE International Symposium on Information Theory (ISIT), Vail, CO, Jun 17-22, 2018. p. 1839-1843. DOI : 10.1109/ISIT.2018.8437631.Distributed Diffusion Adaptation Over Graph Signals
2018-01-01. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, CANADA, Apr 15-20, 2018. p. 4129-4133. DOI : 10.1109/ICASSP.2018.8461574.Distributed Inference over Multitask Graphs under Smoothness
2018-01-01. IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), Kalamata, GREECE, Jun 25-28, 2018. p. 631-635. DOI : 10.1109/SPAWC.2018.8446019.Online Graph Learning from Sequential Data
2018. p. 190-194. DOI : 10.1109/DSW.2018.8439913.Asynchronous adaptive networks
Cooperative and Graph Signal Processing 1st ed.; Elsevier, 2018. p. 3-68.Performance limits of stochastic sub-gradient learning, Part I: Single agent case
Signal Processing. 2018. DOI : 10.1016/j.sigpro.2017.10.009.Decentralized Consensus Optimization With Asynchrony and Delays
IEEE Transactions on Signal and Information Processing over Networks. 2018. DOI : 10.1109/TSIPN.2017.2695121.Performance limits of stochastic sub-gradient learning, Part II: Multi-agent case
Signal Processing. 2018. DOI : 10.1016/j.sigpro.2017.10.007.Coordinate-Descent Diffusion Learning by Networked Agents
IEEE Transactions on Signal Processing. 2018. DOI : 10.1109/TSP.2017.2757903.Social Learning Over Weakly Connected Graphs
IEEE Transactions on Signal and Information Processing over Networks. 2017. DOI : 10.1109/TSIPN.2017.2668138.Decentralized exact coupled optimization
2017. 55th annual Allerton Conference on Communication, Control, and Computing, Monticello, IL, USA, October 2-5, 2017. p. 338-345. DOI : 10.1109/ALLERTON.2017.8262757.A Graph Diffusion LMS Strategy for Adaptive Graph Signal Processing
2017. Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, October 29 - November 1, 2017. p. 1973-1976,. DOI : 10.1109/ACSSC.2017.8335711.Exact diffusion strategy for optimization by networked agents
2017. 25th European Signal Processing Conference - EUSIPCO, Kos, Greece, August 28 - September 2, 2017. p. 141-145. DOI : 10.23919/EUSIPCO.2017.8081185.Coordinate-descent adaptation over networks
2017. 25th European Signal Processing Conference (EUSIPCO), Kos, Greece, August 28 - September 2, 2017. p. 2284-2288. DOI : 10.23919/EUSIPCO.2017.8081617.On the performance of random reshuffling in stochastic learning
2017. Information Theory and Applications Workshop (ITA), San Diego, CA, USA, February 12-17, 2017. p. 1-5. DOI : 10.1109/ITA.2017.8023470.A blind Adaptive Stimulation Artifact Rejection (ASAR) engine for closed-loop implantable neuromodulation systems
2017. 8th International IEEE EMBS Conference on Neural Engineering, Shanghai, China, May 25 - 28 , 2017. p. 186-189. DOI : 10.1109/NER.2017.8008322.Diffusion gradient boosting for networked learning
2017. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, LA, 2017. p. 2512-2516. DOI : 10.1109/ICASSP.2017.7952609.Belief control strategies for interactions over weak graphs
2017. 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, LA, USA, March 2-9, 2017. p. 4232-4236. DOI : 10.1109/ICASSP.2017.7952954.Learning by networked agents under partial information
2017. 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, LA, USA, March 3-9, 2017. p. 3874-3878. DOI : 10.1109/ICASSP.2017.7952882.Robust Distributed Estimation by Networked Agents
IEEE Transactions on Signal Processing. 2017. DOI : 10.1109/TSP.2017.2703664.Decentralized Clustering and Linking by Networked Agents
IEEE Transactions on Signal Processing. 2017. DOI : 10.1109/TSP.2017.2692736.Diffusion LMS for Multitask Problems With Local Linear Equality Constraints
IEEE Transactions on Signal Processing. 2017. DOI : 10.1109/TSP.2017.2721930.Distributed Learning for Stochastic Generalized Nash Equilibrium Problems
IEEE Transactions on Signal Processing. 2017. DOI : 10.1109/TSP.2017.2695451.Multitask Diffusion Adaptation Over Networks With Common Latent Representations
IEEE Journal of Selected Topics in Signal Processing. 2017. DOI : 10.1109/JSTSP.2017.2671789.On the influence of momentum acceleration on online learning
2016. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, China, March 20-25, 2016. p. 4915-4919. DOI : 10.1109/ICASSP.2016.7472612.The brain strategy for online learning
2016. IEEE Global Conference on Signal and Information Processing (GlobalSIP), Washington DC, DC, USA, December, 7-9, 2016. p. 1285-1289. DOI : 10.1109/GlobalSIP.2016.7906048.Distributed learning over multitask networks with linearly related tasks
2016. 50th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 6-9, 2016. p. 1390-1394. DOI : 10.1109/ACSSC.2016.7869604.Stochastic gradient descent with finite samples sizes
2016. 26th International Workshop on Machine Learning for Signal Processing (MLSP), Vietri sul Mare, Salerno, Italy, September 13-16, 2016. p. 1-6. DOI : 10.1109/MLSP.2016.7738878.Decentralized consensus optimization with asynchrony and delays
2016. 50th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 6-9, 2016. p. 992-996. DOI : 10.1109/ACSSC.2016.7869516.Detection over diffusion networks: Asymptotic tools for performance prediction and simulation
2016. 24th European Signal Processing Conference (EUSIPCO), Budapest, Hungary, August 29 - September 2, 2016. p. 1503-1507. DOI : 10.1109/EUSIPCO.2016.7760499.Adaptive learning for stochastic generalized Nash equilibrium problems
2016. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, March 20-25, 2016. p. 4840-4844. DOI : 10.1109/ICASSP.2016.7472597.Diffusion social learning over weakly-connected graphs
2016. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, March 20-25, 2016. p. 4119-4123. DOI : 10.1109/ICASSP.2016.7472452.Performance limits of single-agent and multi-agent sub-gradient stochastic learning
2016. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, March 20-25, 2016. p. 4905-4909. DOI : 10.1109/ICASSP.2016.7472610.Diffusion stochastic optimization with non-smooth regularizers
2016. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, March 20-25, 2016. p. 4149-4153. DOI : 10.1109/ICASSP.2016.7472458.Diffusion-Based Adaptive Distributed Detection: Steady-State Performance in the Slow Adaptation Regime
IEEE Transactions on Information Theory. 2016. DOI : 10.1109/TIT.2016.2580665.On the influence of momentum acceleration on online learning
Journal of Machine Learning Research. 2016.Robust Adaptation in Impulsive Noise
IEEE Transactions on Signal Processing. 2016. DOI : 10.1109/TSP.2016.2535239.Online dual coordinate ascent learning
2016. 24th European Signal Processing Conference (EUSIPCO), Budapest, Hungary, August 28 - September 2, 2016. p. 1793-1797. DOI : 10.1109/EUSIPCO.2016.7760557.Excess-Risk of Distributed Stochastic Learners
IEEE Transactions on Information Theory. 2016. DOI : 10.1109/TIT.2016.2593769.Distributed Detection over Adaptive Networks: Refined Asymptotics and the Role of Connectivity
IEEE Transactions on Signal and Information Processing over Networks. 2016. DOI : 10.1109/TSIPN.2016.2613682.Diffusion LMS over multitask networks with noisy links
2016. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, China, March 20-25, 2016. p. 4583-4587. DOI : 10.1109/ICASSP.2016.7472545.Group diffusion LMS
2016. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, China, March 20-25, 2016. p. 4925-4929. DOI : 10.1109/ICASSP.2016.7472614.Combinations of adaptive filters: performance and convergence properties
IEEE Signal Processing Magazine. 2016. DOI : 10.1109/MSP.2015.2481746.Proximal Multitask Learning Over Networks With Sparsity-Inducing Coregularization
IEEE Transactions on Signal Processing. 2016. DOI : 10.1109/TSP.2016.2601282.Diffusion Adaptation over Multi-Agent Networks with Wireless Link Impairments
IEEE Transactions on Mobile Computing. 2016. DOI : 10.1109/TMC.2015.2460251.Diffusion Estimation Over Cooperative Multi-Agent Networks With Missing Data
IEEE Transactions on Signal and Information Processing over Networks. 2016. DOI : 10.1109/TSIPN.2016.2570679.Information Exchange and Learning Dynamics Over Weakly Connected Adaptive Networks
IEEE Transactions on Information Theory. 2016. DOI : 10.1109/TIT.2016.2514502.Multitask Diffusion Adaptation Over Asynchronous Networks
IEEE Transactions on Signal Processing. 2016. DOI : 10.1109/TSP.2016.2518991.Adaptive regularized diffusion adaptation over multitask networks
2015. IEEE 25th International Workshop on Machine Learning for Signal Processing (MLSP), Boston, MA, USA, September 17-20, 2016. p. 1-5. DOI : 10.1109/MLSP.2015.7324358.Decentralized clustering over adaptive networks
2015. 23rd European Signal Processing Conference (EUSIPCO), Nice, France, August 31 - September 4, 2015. p. 2696-2700. DOI : 10.1109/EUSIPCO.2015.7362874.Distributed primal strategies outperform primal-dual strategies over adaptive networks
2015. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), South Brisbane, Queensland, Australia, April 19-24, 2015. p. 3497-3501. DOI : 10.1109/ICASSP.2015.7178621.Learning by weakly-connected adaptive agents
2015. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), South Brisbane, Queensland, Australia, April 19-24, 2015. p. 5788-5792. DOI : 10.1109/ICASSP.2015.7179081.Exact asymptotics of distributed detection over adaptive networks
2015. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), South Brisbane, Queensland, Australia, April 19-24, 2015. p. 3377-3381. DOI : 10.1109/ICASSP.2015.7178597.Proximal diffusion for stochastic costs with non-differentiable regularizers
2015. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), South Brisbane, Queensland, Australia, April 19-24, 2015. p. 3352-3356. DOI : 10.1109/ICASSP.2015.7178592.Multitask diffusion LMS with sparsity-based regularization
2015. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), South Brisbane, Queensland, Australia, April 19-24, 2015. p. 3516-3520. DOI : 10.1109/ICASSP.2015.7178625.Adaptive clustering for multitask diffusion networks
2015. 23rd European Signal Processing Conference (EUSIPCO), Nice, France, August 31 - September 4, 2015. p. 200-204. DOI : 10.1109/EUSIPCO.2015.7362373.Information-Sharing Over Adaptive Networks With Self-Interested Agents
IEEE Transactions on Signal and Information Processing over Networks. 2015. DOI : 10.1109/TSIPN.2015.2447832.Distributed Clustering and Learning Over Networks
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2015.2415755.Stability and Performance Limits of Adaptive Primal-Dual Networks
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2015.2415759.Dictionary Learning Over Distributed Models
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2014.2385045.On the Learning Behavior of Adaptive Networks - Part I: Transient Analysis
IEEE Transactions on Information Theory. 2015. DOI : 10.1109/TIT.2015.2427360.Distributed Policy Evaluation Under Multiple Behavior Strategies
IEEE Transactions on Automatic Control. 2015. DOI : 10.1109/TAC.2014.2368731.On the Learning Behavior of Adaptive Networks - Part II: Performance Analysis
IEEE Transactions on Information Theory. 2015. DOI : 10.1109/TIT.2015.2427352.Asynchronous Adaptation and Learning Over Networks—Part III: Comparison Analysis
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2014.2385037.Asynchronous Adaptation and Learning Over Networks—Part II: Performance Analysis
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2014.2385041.Asynchronous Adaptation and Learning Over Networks—Part I: Modeling and Stability Analysis
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2014.2385046.Diffusion LMS Over Multitask Networks
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2015.2412918.Diffusion LMS for Clustered Multitask Networks
2014. IEEE International Conference on Acoustic, Speech and Signal Processing (ICASSP), Florence, Italy, May 4-9, 2014. p. 5487-5491. DOI : 10.1109/ICASSP.2014.6854652.Multitask Diffusion Adaptation Over Networks
IEEE Transactions on Signal Processing. 2014. DOI : 10.1109/TSP.2014.2333560.Impact of Networked Cognition and Learning on Engineered Systems [Further Thoughts]
Proceedings of the IEEE. 2014. DOI : 10.1109/JPROC.2014.2307021.Performance analysis of multitask diffusion adaptation over asynchronous networks
2014. 48th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 2-5, 2014. p. 788-792. DOI : 10.1109/ACSSC.2014.7094557.Dictionary learning over large distributed models via dual-ADMM strategies
2014. 24th International Workshop on Machine Learning for Signal Processing (MLSP), Reims, France, September 21-24, 2014. p. 1-6. DOI : 10.1109/MLSP.2014.6958869.Adaptation, Learning, and Optimization over Networks
Foundations and Trends in Machine Learning. 2014. DOI : 10.1561/2200000051.Adjustment of combination weights over adaptive diffusion networks
2014. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, Italy, May 4-9, 2014. p. 6409-6413. DOI : 10.1109/ICASSP.2014.6854838.Online dictionary learning over distributed models
2014. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, Italy, May 4-9, 2014. p. 3874-3878. DOI : 10.1109/ICASSP.2014.6854327.Large deviations analysis of adaptive distributed detection
2014. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, Italy, May 4-9, 2014. p. 6112-6116. DOI : 10.1109/ICASSP.2014.6854778.Robust distributed detection over adaptive diffusion networks
2014. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Florence, Italy, May 4-9, 2014. p. 7233-7237. DOI : 10.1109/ICASSP.2014.6855004.Diffusion LMS for multitask problems with overlapping hypothesis subspaces
2014. 24th International Workshop on Machine Learning for Signal Processing (MLSP), Reims, France, September 21-24, 2014. p. 1-6. DOI : 10.1109/MLSP.2014.6958929.Adaptive Networks
Proceedings of the IEEE. 2014. DOI : 10.1109/JPROC.2014.2306253.Adaptive Penalty-Based Distributed Stochastic Convex Optimization
IEEE Transactions on Signal Processing. 2014. DOI : 10.1109/TSP.2014.2331615.Estimation of Space-Time Varying Parameters Using a Diffusion LMS Algorithm
IEEE Transactions on Signal Processing. 2014. DOI : 10.1109/TSP.2013.2289888.Distributed Decision-Making Over Adaptive Networks
IEEE Transactions on Signal Processing. 2014. DOI : 10.1109/TSP.2013.2296271.Diffusion adaptation over networks
Academic Press Library in Signal Processing; Elsevier, 2014. p. 323-454.On the probability distribution of distributed optimization strategies
2013. IEEE Global Conference on Signal and Information Processing (GlobalSIP), Austin, TX, USA, December 3-5, 2013. p. 555-558. DOI : 10.1109/GlobalSIP.2013.6736938.Adaptive stochastic convex optimization over networks
2013. 51st Annual Allerton Conference on Communication, Control, and Computing (Allerton), Monticello, IL, October 2-4, 2013. p. 1272-1277. DOI : 10.1109/Allerton.2013.6736672.Diffusion estimation over cooperative networks with missing data
2013. IEEE Global Conference on Signal and Information Processing (GlobalSIP), Austin, TX, USA, December 3-5, 2013. p. 411-414. DOI : 10.1109/GlobalSIP.2013.6736902.Distributed spectrum sensing in the presence of selfish users
2013. 5th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), St. Martin, France, December 15-18, 2013. p. 392-395. DOI : 10.1109/CAMSAP.2013.6714090.On the benefits of diffusion cooperation for distributed optimization and learning
2013. 21st European on Signal Processing Conference (EUSIPCO), Marakkech, Morocco, September 9-13, 2013. p. 1-5.Cluster formation over adaptive networks with selfish agents
2013. 21st European on Signal Processing Conference (EUSIPCO), Marakkech, Morocco, September 9-13, 2013. p. 1-5.Diffusion LMS strategies for parameter estimation over fading wireless channels
2013. ICC 2013 - 2013 IEEE International Conference on Communications, Budapest, Hungary, June 9-13, 2013. p. 1926-1930. DOI : 10.1109/ICC.2013.6654804.Distributed Spectrum Estimation for Small Cell Networks Based on Sparse Diffusion Adaptation
IEEE Signal Processing Letters. 2013. DOI : 10.1109/LSP.2013.2287373.Attaining optimal batch performance via distributed processing over networks
2013. International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, BC, Canada, May 26-31, 2013. p. 5214-5218. DOI : 10.1109/ICASSP.2013.6638657.On the effects of colluded statistical attacks in cooperative spectrum sensing
2013. 14th Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2013), Darmstadt, Germany, June 16-19, 2013. p. 275-279. DOI : 10.1109/SPAWC.2013.6612055.Reputation design for adaptive networks with selfish agents
2013. 14th Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2013), Darmstadt, Germany, June 16-19, 2013. p. 160-164. DOI : 10.1109/SPAWC.2013.6612032.An optimal error nonlinearity for robust adaptation against impulsive noise
2013. 14th Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2013), Darmstadt, Germany, June 16-19, 2013. p. 415-419. DOI : 10.1109/SPAWC.2013.6612083.Post-translational regulation enables robust p53 regulation
BMC Systems Biology. 2013. DOI : 10.1186/1752-0509-7-83.Diffusion LMS localization and tracking algorithm for wireless cellular networks
2013. International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, BC, Canada, May 26-31, 2013. p. 4598-4602. DOI : 10.1109/ICASSP.2013.6638531.Cooperative off-policy prediction of Markov decision processes in adaptive networks
2013. International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, BC, Canada, May 26-31, 2013. p. 4539-4543. DOI : 10.1109/ICASSP.2013.6638519.Distributed inference over regression and classification models
2013. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, BC, Canada, May 26-31, 2013. p. 5406-5410. DOI : 10.1109/ICASSP.2013.6638696.A strategy for adjusting combination weights over adaptive networks
2013. International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, BC, Canada, May 26-31, 2013. p. 4579-4583. DOI : 10.1109/ICASSP.2013.6638527.Mitigation of clipping in sensors
2013. International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, BC, Canada, May 26-31, 2013. p. 5934-5938. DOI : 10.1109/ICASSP.2013.6638803.Modelling brain cortical connectivity using diffusion adaptation
2013. International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, BC, Canada, May 26-31, 2013. p. 959-962. DOI : 10.1109/ICASSP.2013.6637791.Bio-Inspired Decentralized Radio Access Based on Swarming Mechanisms Over Adaptive Networks
IEEE Transactions on Signal Processing. 2013. DOI : 10.1109/TSP.2013.2258342.Diffusion strategies for adaptation and learning over networks: an examination of distributed strategies and network behavior
IEEE Signal Processing Magazine. 2013. DOI : 10.1109/MSP.2012.2231991.Adaptation and learning over complex networks [From the Guest Editors]
IEEE Signal Processing Magazine. 2013. DOI : 10.1109/MSP.2013.2240191.Introduction to the issue on adaptation and learning over complex networks
IEEE Journal of Selected Topics in Signal Processing. 2013. DOI : 10.1109/JSTSP.2013.2246331.Online learning and adaptation over networks: More information is not necessarily better
2013. Information Theory and Applications Workshop (ITA 2013), San Diego, CA, February 10-15, 2013. p. 1-8. DOI : 10.1109/ITA.2013.6502975.On distributed online classification in the midst of concept drifts
Neurocomputing. 2013. DOI : 10.1016/j.neucom.2012.12.043.Distributed Pareto Optimization via Diffusion Strategies
IEEE Journal of Selected Topics in Signal Processing. 2013. DOI : 10.1109/JSTSP.2013.2246763.Sparse Distributed Learning Based on Diffusion Adaptation
IEEE Transactions on Signal Processing. 2013. DOI : 10.1109/TSP.2012.2232663.On the Influence of Informed Agents on Learning and Adaptation Over Networks
IEEE Transactions on Signal Processing. 2013. DOI : 10.1109/TSP.2012.2230167.Learning over social networks via diffusion adaptation
2012. 46th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 4-7, 2012. p. 709-713. DOI : 10.1109/ACSSC.2012.6489103.Unsupervised algorithms for distributed estimation over adaptive networks
2012. 46th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 4-7, 2012. p. 1780-1783. DOI : 10.1109/ACSSC.2012.6489340.Adaptive decision-making over complex networks
2012. 46th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 4-7, 2012. p. 525-530. DOI : 10.1109/ACSSC.2012.6489060.Mean-square analysis of continuous-time distributed estimation strategies
2012. 46th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 4-7, 2012. p. 1503-1507. DOI : 10.1109/ACSSC.2012.6489278.On the limiting behavior of distributed optimization strategies
2012. 50th Annual Allerton Conference on Communication, Control, and Computing (Allerton), Monticello, IL, USA, October 1-5, 2012. p. 1535-1542. DOI : 10.1109/Allerton.2012.6483402.Using an adaptive gene network model for self-organizing multicellular behavior
2012. 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), San Diego, CA, August 28 - September 1, 2012. p. 5449-5453. DOI : 10.1109/EMBC.2012.6347227.On the generalization ability of distributed online learners
2012. International Workshop on Machine Learning for Signal Processing (MLSP), Santander, Spain, September 23-26, 2012. p. 1-6. DOI : 10.1109/MLSP.2012.6349778.Diffusion LMS for source and process estimation in sensor networks
2012. Statistical Signal Processing Workshop (SSP), Ann Arbor, MI, USA, August 5-8, 2012. p. 165-168. DOI : 10.1109/SSP.2012.6319649.Distributed pareto-optimal solutions via diffusion adaptation
2012. Statistical Signal Processing Workshop (SSP), Ann Arbor, MI, USA, August 5-8, 2012. p. 648-651. DOI : 10.1109/SSP.2012.6319784.Continuous-time distributed estimation with asymmetric mixing
2012. Statistical Signal Processing Workshop (SSP), Ann Arbor, MI, USA, August 5-8, 2012. p. 528-531. DOI : 10.1109/SSP.2012.6319750.Diffusion networks outperform consensus networks
2012. Statistical Signal Processing Workshop (SSP), Ann Arbor, MI, USA, August 5-8, 2012. p. 313-316. DOI : 10.1109/SSP.2012.6319691.Beam coordination via diffusion adaptation over array networks
2012. 13th Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2012), Cesme, Turkey, June 17-20, 2012. p. 105-109. DOI : 10.1109/SPAWC.2012.6292866.Asynchronous diffusion adaptation over networks
2012. 20th European Signal Processing Conference (EUSIPCO), Bucharest, Romania, August 27-31, 2012. p. 86-90.A diffusion LMS strategy for parameter estimation in noisy regressor applications
2012. 20th European Signal Processing Conference (EUSIPCO), Bucharest, Romania, August 27-31, 2012. p. 749-753.Single-link diffusion strategies over adaptive networks
2012. International Conference on Acoustics, Speech and Signal Processing, Kyoto, Japan, March 25-30, 2012. p. 3749-3752. DOI : 10.1109/ICASSP.2012.6288732.Sparse diffusion LMS for distributed adaptive estimation
2012. International Conference on Acoustics, Speech and Signal Processing, Kyoto, Japan, March 25-30, 2012. p. 3281-3284. DOI : 10.1109/ICASSP.2012.6288616.Clock Jitter Compensation in High-Rate ADC Circuits
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2208958.Performance of diffusion adaptation for collaborative optimization
2012. International Conference on Acoustics, Speech and Signal Processing, Kyoto, Japan, March 25-30, 2012. p. 3753-3756. DOI : 10.1109/ICASSP.2012.6288733.Feedback Control Theory Reveals Tradeoff between Robustness and Stability in the p53-MDM2 Network
2012. q-bio Conference, Santa Fe, NM, USA, 2012.Effective information flow over mobile adaptive networks
2012. 3rd International Workshop on Cognitive Information Processing (CIP), Baiona, Spain, May 28-30, 2012. p. 1-6. DOI : 10.1109/CIP.2012.6232903.Clustering via diffusion adaptation over networks
2012. 3rd International Workshop on Cognitive Information Processing (CIP), Baiona, Spain, May 28-30, 2012. p. 1-6. DOI : 10.1109/CIP.2012.6232902.Combination weights for diffusion strategies with imperfect information exchange
2012. International Conference on Communications, Ottawa, ON, Canada, June 10-15, 2012. p. 398-402. DOI : 10.1109/ICC.2012.6364339.Distributed throughput optimization over P2P mesh networks using diffusion adaptation
2012. International Conference on Communications, Ottawa, ON, Canada, June 10-15, 2012. p. 648-652. DOI : 10.1109/ICC.2012.6364457.Spatio-Temporal Diffusion Strategies for Estimation and Detection Over Networks
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2197205.Performance Limits for Distributed Estimation Over LMS Adaptive Networks
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2204985.Diffusion Strategies Outperform Consensus Strategies for Distributed Estimation Over Adaptive Networks
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2217338.An Algorithm to Compensate the Effects of Spurious PLL Tones in Spectrum Sensing Architectures
IEEE Transactions on Circuits and Systems I: Regular Papers. 2012. DOI : 10.1109/TCSI.2012.2190667.Decentralized Resource Assignment in Cognitive Networks Based on Swarming Mechanisms Over Random Graphs
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2192434.Diffusion Adaptation Over Networks Under Imperfect Information Exchange and Non-Stationary Data
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2192928.Adaptive Models for Gene Networks
PLoS One. 2012. DOI : 10.1371/journal.pone.0031657.Diffusion Adaptation Strategies for Distributed Optimization and Learning Over Networks
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2198470.Modeling bee swarming behavior through diffusion adaptation with asymmetric information sharing
EURASIP Journal on Advances in Signal Processing. 2012. DOI : 10.1186/1687-6180-2012-18.A bio-inspired fast swarming algorithm for dynamic radio access
2011. 17th International Conference on Digital Signal Processing (DSP), Corfu, Greece, July 6-8, 2011. p. 1-6. DOI : 10.1109/ICDSP.2011.6004963.Clock jitter estimation in noise
2011. IEEE International Symposium on Circuits and Systems (ISCAS), Rio de Janeiro, Brazil, May 15-18, 2011. p. 1251-1254. DOI : 10.1109/ISCAS.2011.5937797.Reducing spurious PLL tones in spectrum sensing architectures
2011. IEEE International Symposium on Circuits and Systems (ISCAS), Rio de Janeiro, Brazil, May 15-18, 2011. p. 2445-2448. DOI : 10.1109/ISCAS.2011.5938098.Spatio-temporal diffusion mechanisms for adaptation over networks
2011. 19th European Signal Processing Conference (EUSIPCO 2011), Barcelona, Spain, August 29 - September 2, 2011. p. 1040-1044.Signal Processing Theory and Methods [In the Spotlight]
IEEE Signal Processing Magazine. 2011. DOI : 10.1109/MSP.2011.941987.Digital Suppression of Spurious PLL Tones in A/D Converters
IEEE Transactions on Signal Processing. 2011. DOI : 10.1109/TSP.2011.2162833.Probability distribution of steady-state errors and adaptation over networks
2011. IEEE Statistical Signal Processing Workshop (SSP), Nice, France, June 28-30, 2011. p. 253-256. DOI : 10.1109/SSP.2011.5967673.Frequency domain compensation of spurious sidebands in A/D circuits
2011. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Prague, Czech Republic, May 22-27, 2011. p. 4000-4003. DOI : 10.1109/ICASSP.2011.5947229.An Adaptive Diffusion Augmented CLMS Algorithm for Distributed Filtering of Noncircular Complex Signals
IEEE Signal Processing Letters. 2011. DOI : 10.1109/LSP.2011.2168390.Performance of Deconvolution Methods in Estimating CBOC-Modulated Signals
International Journal of Navigation and Observation. 2011. DOI : 10.1155/2011/356975.Diffusion adaptation over networks of particles subject to Brownian fluctuations
2011. 45th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 6-9, 2011. p. 685-690. DOI : 10.1109/ACSSC.2011.6190090.Bio-inspired swarming for dynamic radio access based on diffusion adaptation
2011. 19th European Signal Processing Conference, Barcelona, Spain, August 29 - September 2, 2011. p. 402-406.Honeybee swarming behavior using diffusion adaptation
2011. 2011 Digital Signal Processing and Signal Processing Education Meeting (DSP/SPE), Sedona, AZ, USA, January 4-7, 2011. p. 249-254. DOI : 10.1109/DSP-SPE.2011.5739220.Diffusion-based bias-compensated RLS for distributed estimation over adaptive sensor networks
2011. 19th European conference on Signal Processing Conference, Barcelona, Spain, August 29 - September 2, 2011. p. 1025-1029.Adaptive Networks with Noisy Links
2011. IEEE Global Communications Conference (GLOBECOM 2011), Houston, TX, USA, December 5-9, 2011. p. 1-5. DOI : 10.1109/GLOCOM.2011.6134038.On the effects of topology and node distribution on learning over complex adaptive networks
2011. 45th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 6-9, 2011. p. 1166-1171. DOI : 10.1109/ACSSC.2011.6190198.Bio-inspired cooperative optimization with application to bacteria motility
2011. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Prague, Czech Republic, May 22-27, 2011. p. 5788-5791. DOI : 10.1109/ICASSP.2011.5947676.Transient Analysis of Adaptive Affine Combinations
IEEE Transactions on Signal Processing. 2011. DOI : 10.1109/TSP.2011.2162325.Distributed optimization via diffusion adaptation
2011. 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), San Juan, PR, USA, December 13-16, 2011. p. 281-284. DOI : 10.1109/CAMSAP.2011.6136004.Optimal combination rules for adaptation and learning over networks
2011. 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), San Juan, PR, USA, December 13-16, 2011. p. 317-320. DOI : 10.1109/CAMSAP.2011.6136014.Cooperative prey herding based on diffusion adaptation
2011. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Prague, Czech Republic, May 22-27, 2011. p. 3752-3755. DOI : 10.1109/ICASSP.2011.5947167.Collaborative learning of mixture models using diffusion adaptation
2011. 2011 IEEE International Workshop on Machine Learning for Signal Processing (MLSP), Santander, Spain, September 18-21, 2011. p. 1-6. DOI : 10.1109/MLSP.2011.6064578.Performance limits of LMS-based adaptive networks
2011. ICASSP 2011 - 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Prague, Czech Republic, May 22-27, 2011. p. 3768-3771. DOI : 10.1109/ICASSP.2011.5947171.Diffusion Bias-Compensated RLS Estimation Over Adaptive Networks
IEEE Transactions on Signal Processing. 2011. DOI : 10.1109/TSP.2011.2163631.Analysis of Spatial and Incremental LMS Processing for Distributed Estimation
IEEE Transactions on Signal Processing. 2011. DOI : 10.1109/TSP.2010.2100386.Distributed Detection Over Adaptive Networks Using Diffusion Adaptation
IEEE Transactions on Signal Processing. 2011. DOI : 10.1109/TSP.2011.2107902.Mobile Adaptive Networks
IEEE Journal of Selected Topics in Signal Processing. 2011. DOI : 10.1109/JSTSP.2011.2125943.Optimal Spectral Feature Detection for Spectrum Sensing at Very Low SNR
IEEE Transactions on Communications. 2011. DOI : 10.1109/TCOMM.2010.112310.090306.Modeling Bird Flight Formations Using Diffusion Adaptation
IEEE Transactions on Signal Processing. 2011. DOI : 10.1109/TSP.2011.2107907.Advertisement - Free Electronic Access to SP Publications
IEEE Signal Processing Letters. 2010. DOI : 10.1109/LSP.2009.2032998.Free Electronic Access to SP Publications [advertisement]
IEEE Transactions on Audio, Speech, and Language Processing. 2010. DOI : 10.1109/TASL.2009.2034513.Distributed beamforming and mode selection based on instantaneous system throughput
2010. IEEE International Conference on Acoustics, Speech and Signal Processing, Dallas, TX, USA, March 14-19, 2010. p. 3034-3037. DOI : 10.1109/ICASSP.2010.5496120.Diffusion LMS with communication constraints
2010. 44th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 7-10, 2010. p. 1645-1649. DOI : 10.1109/ACSSC.2010.5757817.Unbiased Model Combinations for Adaptive Filtering
IEEE Transactions on Signal Processing. 2010. DOI : 10.1109/TSP.2010.2047639.Tracking behavior of mobile adaptive networks
2010. 44th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 7-10, 2010. p. 698-702. DOI : 10.1109/ACSSC.2010.5757652.Randomized incremental protocols over adaptive networks
2010. IEEE International Conference on Acoustics, Speech and Signal Processing, Dallas, TX, USA, March 14-19, 2010. p. 3514-3517. DOI : 10.1109/ICASSP.2010.5495951.Bacterial motility via diffusion adaptation
2010. 44th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 7-10, 2010. p. 1930-1934. DOI : 10.1109/ACSSC.2010.5757876.Mobile adaptive networks with self-organization abilities
2010. 7th International Symposium on Wireless Communication Systems (ISWCS 2010), York, United Kingdom, September 19-22, 2010. p. 379-383. DOI : 10.1109/ISWCS.2010.5624545.Adaptive Carrier Tracking for Mars to Earth Communications During Entry, Descent, and Landing
IEEE Transactions on Aerospace and Electronic Systems. 2010. DOI : 10.1109/TAES.2010.5595600.Distributed nonlinear Kalman filtering with applications to wireless localization
2010. IEEE International Conference on Acoustics, Speech and Signal Processing, Dallas, TX, USA, March 14-19, 2010. p. 3522-3525. DOI : 10.1109/ICASSP.2010.5495936.Reduction of the effects of spurious PLL tones on A/D converters
2010. IEEE International Symposium on Circuits and Systems - ISCAS 2010, Paris, France, May 30 - June 2, 2010. p. 3985-3988. DOI : 10.1109/ISCAS.2010.5537666.User Selection Methods for Multiuser Two-Way Relay Communications Using Space Division Multiple Access
IEEE Transactions on Wireless Communications. 2010. DOI : 10.1109/TWC.2010.07.091054.Sampling clock jitter estimation and compensation in ADC circuits
2010. IEEE International Symposium on Circuits and Systems - ISCAS 2010, Paris, France, May 30 - June 2, 2010. p. 829-832. DOI : 10.1109/ISCAS.2010.5537438.Foraging behavior of fish schools via diffusion adaptation
2010. 2nd International Workshop on Cognitive Information Processing (CIP), Elba Island, Italy, June 14-16, 2010. p. 63-68. DOI : 10.1109/CIP.2010.5604109.Cooperative Sensing via Sequential Detection
IEEE Transactions on Signal Processing. 2010. DOI : 10.1109/TSP.2010.2070501.Steady-State MSE Performance Analysis of Mixture Approaches to Adaptive Filtering
IEEE Transactions on Signal Processing. 2010. DOI : 10.1109/TSP.2010.2049650.Optimal Linear Fusion for Distributed Detection Via Semidefinite Programming
IEEE Transactions on Signal Processing. 2010. DOI : 10.1109/TSP.2009.2039823.Diffusion Least-Mean Squares With Adaptive Combiners: Formulation and Performance Analysis
IEEE Transactions on Signal Processing. 2010. DOI : 10.1109/TSP.2010.2051429.Distributed Estimation Over an Adaptive Incremental Network Based on the Affine Projection Algorithm
IEEE Transactions on Signal Processing. 2010. DOI : 10.1109/TSP.2009.2025074.Diffusion Strategies for Distributed Kalman Filtering and Smoothing
IEEE Transactions on Automatic Control. 2010. DOI : 10.1109/TAC.2010.2042987.Multiuser Two-Way Amplify-and-Forward Relay Processing and Power Control Methods for Beamforming Systems
IEEE Transactions on Signal Processing. 2010. DOI : 10.1109/TSP.2009.2038668.Introduction to the Issue on DSP Techiques for RF/Analog Circuit Impairments
IEEE Journal of Selected Topics in Signal Processing. 2009. DOI : 10.1109/JSTSP.2009.2020417.Design of half- and full-duplex relay systems based on the MMSE formulation
2009. IEEE/SP 15th Workshop on Statistical Signal Processing (SSP), Cardiff, United Kingdom, August 31 - September 3, 2009. p. 281-284. DOI : 10.1109/SSP.2009.5278583.Digital Compensation of Cross-Modulation Distortion in Software-Defined Radios
IEEE Journal of Selected Topics in Signal Processing. 2009. DOI : 10.1109/JSTSP.2009.2020266.Use of Constrained Nonlinear Kalman Filtering to Detect Pathological Constriction of Cerebral Arterial Blood Vessels
Kalman Filter: Recent Advances and Applications; I-Tech, Vienna, Austria, 2009. p. 143-162.Order-adaptive frequency trackers for direct-to-Earth Mars communications
2009. IEEE/SP 15th Workshop on Statistical Signal Processing (SSP), Cardiff, United Kingdom, August 31 - September 3, 2009. p. 61-64. DOI : 10.1109/SSP.2009.5278640.Antenna selection with superposition for 4 x 2 DSTTD systems
IEEE Communications Letters. 2009. DOI : 10.1109/LCOMM.2009.090434.Relay selection for grouped-relay networks using the average SLNR measure
2009. 3rd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), Aruba, Dutch Antilles, Netherlands, December 13-16, 2009. p. 273-276. DOI : 10.1109/CAMSAP.2009.5413280.Diffusion distributed Kalman filtering with adaptive weights
2009. 43rd Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 1-4, 2009. p. 908-912. DOI : 10.1109/ACSSC.2009.5470006.Cooperative spectrum sensing via coherence detection
2009. IEEE/SP 15th Workshop on Statistical Signal Processing (SSP), Cardiff, United Kingdom, August 31 - September 3, 2009. p. 610-613. DOI : 10.1109/SSP.2009.5278501.Innovations Diffusion: A Spatial Sampling Scheme for Distributed Estimation and Detection
IEEE Transactions on Signal Processing. 2009. DOI : 10.1109/TSP.2008.2008264.Hierarchical diffusion algorithms for distributed estimation
2009. IEEE/SP 15th Workshop on Statistical Signal Processing (SSP), Cardiff, United Kingdom, August 31 - September 3, 2009. p. 537-540. DOI : 10.1109/SSP.2009.5278519.A deconvolution algorithm for estimating jointly the line-of-sight code delay and carrier phase of GNSS signals
2009. European Navigation Conference - Global Navigation Satellite Systems, ENC-GNSS, Naples, Italy, May 3-6, 2009.Optimal linear fusion for distributed spectrum sensing via semidefinite programming
2009. ICASSP - IEEE International Conference on Acoustics, Speech and Signal Processing, Taipei, Taiwan, April 19-24, 2009. p. 3629-3632. DOI : 10.1109/ICASSP.2009.4960412.Diffusion LMS-based distributed detection over adaptive networks
2009. 43rd Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 1-4, 2009. p. 171-175. DOI : 10.1109/ACSSC.2009.5470136.Diffusion least-mean squares with adaptive combiners
2009. ICASSP - IEEE International Conference on Acoustics, Speech and Signal Processing, Taipei, Taiwan, April 19-24, 2009. p. 2845-2848. DOI : 10.1109/ICASSP.2009.4960216.Multi-level diffusion adaptive networks
2009. ICASSP - IEEE International Conference on Acoustics, Speech and Signal Processing, Taipei, Taiwan, April 19-24, 2009. p. 2789-2792. DOI : 10.1109/ICASSP.2009.4960202.Distributed detection over adaptive networks based on diffusion estimation schemes
2009. IEEE 10th Workshop on Signal Processing Advances in Wireless Communications (SPAWC), Perugia, Italy, June 21-24, 2009. p. 61-65. DOI : 10.1109/SPAWC.2009.5161747.Spectrum Sensing by Cognitive Radios at Very Low SNR
2009. Globecom - IEEE Global Telecommunications Conference, Honolulu, Hawaii, USA, November 30 - December 4, 2009. p. 1-6. DOI : 10.1109/GLOCOM.2009.5426262.Power Allocation for Beamforming Relay Networks under Channel Uncertainties
2009. Globecom - IEEE Global Telecommunications Conference, Honolulu, Hawaii, USA, November 30 - December 4, 2009. p. 1-6. DOI : 10.1109/GLOCOM.2009.5426019.Self-organization in bird flight formations using diffusion adaptation
2009. 3rd IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), Aruba, Dutch Antilles, Netherlands, December 13-16, 2009. p. 49-52. DOI : 10.1109/CAMSAP.2009.5413240.Cooperative spectrum sensing via sequential detection for cognitive radio networks
2009. IEEE 10th Workshop on Signal Processing Advances in Wireless Communications (SPAWC), Perugia, Italy, June 21-24, 2009. p. 121-125. DOI : 10.1109/SPAWC.2009.5161759.Joint compensation of IQ imbalance and phase noise in OFDM wireless systems
IEEE Transactions on Communications. 2009. DOI : 10.1109/TCOMM.2009.02.060526.Multiuser two-way relaying method for beamforming systems
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IEEE Transactions on Signal Processing. 2009. DOI : 10.1109/TSP.2008.2008540.Adaptive Filters
New Jersey: John Wiley & Sons.Spatial-spectral joint detection for wideband spectrum sensing in cognitive radio networks
2008. IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP, Las Vegas, NV, USA, March 31 - April 4, 2008. p. 2793-2796. DOI : 10.1109/ICASSP.2008.4518229.Optimal Linear Cooperation for Spectrum Sensing in Cognitive Radio Networks
IEEE Journal of Selected Topics in Signal Processing. 2008. DOI : 10.1109/JSTSP.2007.914882.Carrier Recovery Enhancement for Maximum-Likelihood Doppler Shift Estimation in Mars Exploration Missions
IEEE Journal of Selected Topics in Signal Processing. 2008. DOI : 10.1109/JSTSP.2008.2005289.Steady-state performance of incremental learning over distributed networks for non-Gaussian data
2008. 9th International Conference on Signal Processing (ICSP 2008), Beijing, China, October 26-29, 2008. p. 227-230. DOI : 10.1109/ICOSP.2008.4697112.Mathematical models of cerebral hemodynamics for detection of vasospasm in major cerebral arteries
Acta Neurochirurgica Supplementum. 2008. DOI : 10.1007/978-3-211-85578-2_13.An Efficient Carrier Phase Synchronization Technique for High-Order M-QAM–OFDM
IEEE Transactions on Signal Processing. 2008. DOI : 10.1109/TSP.2008.920500.Digital compensation of RF nonlinearities in software-defined radios
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2008. 16th European Signal Processing Conference, Lausanne, Switzerland, August 25-29, 2008. p. 1-5.Steady-State Performance Analysis of a Variable Tap-Length LMS Algorithm
IEEE Transactions on Signal Processing. 2008. DOI : 10.1109/TSP.2007.907805.Diffusion LMS algorithms with information exchange
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2008. 1st IAPR Workshop on Cognitive Information Processing, Santorini, Greece, June 9-10, 2008. p. 36-41.Wideband Spectrum Sensing in Cognitive Radio Networks
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IEEE Transactions on Signal Processing. 2008. DOI : 10.1109/TSP.2007.913164.Diffusion Least-Mean Squares Over Adaptive Networks: Formulation and Performance Analysis
IEEE Transactions on Signal Processing. 2008. DOI : 10.1109/TSP.2008.917383.Collaborative wideband sensing for cognitive radios
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2007. IEEE International Symposium on Circuits and Systems, New Orleans, LA, USA, May 27-30, 2007. p. 37-40. DOI : 10.1109/ISCAS.2007.378176.Two-Dimensional Spatio-Temporal Signal Processing for Dispersion Compensation in Time-Stretched ADC
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IEEE Transactions on Wireless Communications. 2007. DOI : 10.1109/TWC.2007.05964.Steady-State Performance of Adaptive Diffusion Least-Mean Squares
2007. IEEE/SP 14th Workshop on Statistical Signal Processing, Madison, WI, USA, August 26-29, 2007. p. 136-140. DOI : 10.1109/SSP.2007.4301234.Efficient Adaptive Carrier Tracking for Mars to Earth Communications During Entry, Descent and Landing
2007. IEEE/SP 14th Workshop on Statistical Signal Processing, Madison, WI, USA, August 26-29, 2007. p. 517-521. DOI : 10.1109/SSP.2007.4301312.REACA: an efficient protocol architecture for large scale sensor networks (corrected)
IEEE Transactions on Wireless Communications. 2007. DOI : 10.1109/TWC.2007.0596402.A Spatial Sampling Scheme Based on Innovations Diffusion in Sensor Networks
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2007. IEEE 8th Workshop on Signal Processing Advances in Wireless Communications, Helsinki, Finland, June 17-20, 2007. p. 1-5. DOI : 10.1109/SPAWC.2007.4401393.Performance Analysis of Multiband OFDM UWB Communications With Application to Range Improvement
IEEE Transactions on Vehicular Technology. 2007. DOI : 10.1109/TVT.2007.901957.Compensation of Phase Noise in OFDM Wireless Systems
IEEE Transactions on Signal Processing. 2007. DOI : 10.1109/TSP.2007.899583.Adaptive processing over distributed networks
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences. 2007. DOI : 10.1093/ietfec/e90-a.8.1504.Fundamentals and challenges of optical multiple-input multiple-output multimode fiber links [Topics in Optical Communications]
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IEEE Transactions on Signal Processing. 2007. DOI : 10.1109/TSP.2006.888893.Distributed MMSE Relay Strategies for Wireless Sensor Networks
IEEE Transactions on Signal Processing. 2007. DOI : 10.1109/TSP.2007.894410.Incremental Adaptive Strategies Over Distributed Networks
IEEE Transactions on Signal Processing. 2007. DOI : 10.1109/TSP.2007.896034.A Leakage-Based Precoding Scheme for Downlink Multi-User MIMO Channels
IEEE Transactions on Wireless Communications. 2007. DOI : 10.1109/TWC.2007.360373.Message from the Editor-in-Chief
EURASIP Journal on Advances in Signal Processing. 2006. DOI : 10.1155/ASP/2006/35327.On the Performance of Clustered Energy-Aware Wireless Networks
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2006. 14th European Signal Processing Conference (EUSIPCO), Florence, Italy, September 4-8, 2006. p. 1-5.Precoding for broadcasting with linear network codes
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Signal Processing. 2006. DOI : 10.1016/j.sigpro.2005.11.002.Adaptive estimation algorithms over distributed networks
2006. IEICE Signal Processing Symposium, Kyoto, Japan.Adaptive Subchip Multipath Resolving for Wireless Location Systems
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2006. IEEE International Conference on Acoustics, Speech and Signal Processing, Toulouse, France, May 14-19, 2006. p. IV-IV. DOI : 10.1109/ICASSP.2006.1661047.A Robust Finger Tracking Method for Multimodal Wearable Computer Interfacing
IEEE Transactions on Multimedia. 2006. DOI : 10.1109/TMM.2006.879872.Digital adaptive phase noise reduction in coherent optical links
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IEEE Transactions on Signal Processing. 2006. DOI : 10.1109/TSP.2005.863126.A Message From the Editor-in-Chief—Third Supplement on Secure Media
IEEE Transactions on Signal Processing. 2005. DOI : 10.1109/TSP.2005.855073.Best Paper Award Recipients: A Message From the Editor-in-Chief
IEEE Transactions on Signal Processing. 2005. DOI : 10.1109/TSP.2005.852395.Steady-State Performance of Convex Combinations of Adaptive Filters
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2005. IEEE 6th Workshop on Signal Processing Advances in Wireless Communications, 2005., New York, NY, USA, June 5-8, 2005. p. 796-800. DOI : 10.1109/SPAWC.2005.1506249.Browsing the environment with the SNAP&TELL wearable computer system
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IEEE Transactions on Wireless Communications. 2005. DOI : 10.1109/TWC.2005.846973.A robust power and rate control method for state-delayed wireless networks
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IEEE Transactions on Signal Processing. 2005. DOI : 10.1109/TSP.2005.853148.A Multi User Beamforming Scheme for Downlink MIMO Channels Based on Maximizing Signal-to-Leakage Ratios
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IEEE Transactions on Signal Processing. 2005. DOI : 10.1109/TSP.2005.851156.Network-based wireless location: challenges faced in developing techniques for accurate wireless location information
IEEE Signal Processing Magazine. 2005. DOI : 10.1109/MSP.2005.1458275.Message from the Editor-in-Chief: Best Paper Award Recipients
IEEE Transactions on Signal Processing. 2004. DOI : 10.1109/TSP.2004.830986.A Message from the Editor-in-Chief: New EDICS Categories for the Transactions
IEEE Transactions on Signal Processing. 2004. DOI : 10.1109/TSP.2004.837512.A Message from the Editor-in-Chief: First Supplement on Secure Media
IEEE Transactions on Signal Processing. 2004. DOI : 10.1109/TSP.2004.833856.Multiobjective Filter Design for Uncertain Stochastic Time-Delay Systems
IEEE Transactions on Automatic Control. 2004. DOI : 10.1109/TAC.2003.821422.Collaborative algorithms for bandwidth and rate allocation in wireless networks
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2004. 42nd Allerton Conference on Communication, Control, and Computing, Monticello, IL, September 29 - October 1, 2004. p. 1-2.Adaptive Channel Estimation for Space-Time Block Coded MIMO--OFDM Communications
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2004. Processing Workshop 2004 Sensor Array and Multichannel Signal, Barcelona, Spain, July 18-21, 2004. p. 259-263. DOI : 10.1109/SAM.2004.1502949.Adaptive channel estimation for MIMO space-time coded communications
2004. Processing Workshop Sensor Array and Multichannel Signal, Barcelona, Spain, July 18-21, 2004. p. 412-416. DOI : 10.1109/SAM.2004.1502980.Performance analysis of a class of clustered wireless networks
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2004. IEEE 59th Vehicular Technology Conference - VTC, Milan, Italy, May 17-19, 2004. p. 2190-2194. DOI : 10.1109/VETECS.2004.1390662.Regularized Robust Filters for Time-Varying Uncertain Discrete-Time Systems
IEEE Transactions on Automatic Control. 2004. DOI : 10.1109/TAC.2004.829609.Least Mean-Phase Adaptive Filters With Application to Communications Systems
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IEEE Transactions on Signal Processing. 2004. DOI : 10.1109/TSP.2003.820077.Variable Step-Size NLMS and Affine Projection Algorithms
IEEE Signal Processing Letters. 2004. DOI : 10.1109/LSP.2003.821722.A minimum variance power control algorithm for wireless networks
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IEEE Transactions on Signal Processing. 2003. DOI : 10.1109/TSP.2003.809544.A message from the editor-in-chief: best paper award recipients
IEEE Transactions on Signal Processing. 2003. DOI : 10.1109/TSP.2003.814569.Adaptive differential pulse-coded modulation with exponential tracking
2003. 3rd International Symposium on Image and Signal Processing and Analysis - ISPA, Rome, Italy, September 18-20, 2003. p. 532-536. DOI : 10.1109/ISPA.2003.1296954.A stochastic power control algorithm for wireless networks
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IEEE Transactions on Vehicular Technology. 2003. DOI : 10.1109/TVT.2003.819448.Robust wireless location over fading channels
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IEEE Transactions on Signal Processing. 2003. DOI : 10.1109/TSP.2002.808108.Efficient adaptive receivers for joint equalization and interference cancellation in multiuser space-time block-coded systems
IEEE Transactions on Signal Processing. 2003. DOI : 10.1109/TSP.2003.818209.Transient analysis of data-normalized adaptive filters
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Systems & Control Letters. 2002. DOI : 10.1016/S0167-6911(02)00160-3.Snap&Tell: a vision-based wearable system to support web-on-the-world applications
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2001. 40th IEEE Conference on Decision and Control, Orlando, FL, USA, USA, December 4-7, 2001. p. 664-669. DOI : 10.1109/CDC.2001.980180.SNR performance of an adaptive sigma delta modulator
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2001. 35th Asilomar Conference onSignals, Systems and Computers, Pacific Grove, CA, USA, November 4-7, 2001. p. 342-346. DOI : 10.1109/ACSSC.2001.986948.Adaptive Multipath resolving for wireless location systems
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IEEE transactions on signal processing. 2001. DOI : 10.1109/78.960404.Mean-Square Analysis of Normalized Leaky Adaptive Filters
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IEEE Transactions on Signal Processing. 2001. DOI : 10.1109/78.969510.Robust finger tracking for wearable computer interfacing
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IEEE Transactions on Circuits and Systems II: Analog and Digital Signal Processing. 2001. DOI : 10.1109/82.924066.A unified approach to the steady-state and tracking analyses of adaptive filters
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Numerical Linear Algebra with Applications. 2001. DOI : 10.1002/nla.250.Displacement structure
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Operator Theoretical Methods (17th OT Conference Proceedings), The Theta Foundation, Bucharest; The Theta Foundation, 2000. p. 121-136.Exact RLS Laguerre-lattice adaptive filtering
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IEEE Signal Processing Letters. 2000. DOI : 10.1109/97.873566.Robust multipath resolving in fading conditions for mobile-positioning systems
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2000. 43rd IEEE Midwest Symposium on Circuits and Systems, Lansing, MI, USA, August 8-11, 2000. p. 390-394. DOI : 10.1109/MWSCAS.2000.951666.A new combined architecture for CDMA location searchers and RAKE receivers
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IEEE Transactions on Signal Processing. 2000. DOI : 10.1109/78.875457.On the learning mechanism of adaptive filters
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IEEE Transactions on Signal Processing. 2000. DOI : 10.1109/78.815481.The finite-length multi-input multi-output MMSE-DFE
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1999. 37th Annual Allerton Conference on Communication, Control, and Computing, Monticello, IL, USA, September 22-24, 1999. p. 338-347.CORDIC-Based MMSE-DFE Coefficient Computation
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Society for Industrial and Applied Mathematics.Indefinite-quadratic estimation and control: a unified approach to H 2 and H∞ theories
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Theoretical Advances in Neural Computation and Learning; Norwell, MA: Kluwer Academic Publishers, 1994. p. 425-447.Hoo Optimality Criteria for LMS and Backpropagation
Advances in Neural Information Processing Systems; Massachusetts Institute of Technology Press, 1994. p. 351-358.Square-root arrays Chandrasekhar recursions for H-infinity problems
1994. 33rd IEEE Conference on Decision and Control, Lake Buena Vista, FL, USA, December 14-16, 1994. p. 2237-2242. DOI : 10.1109/CDC.1994.411487.Time-variant structured matrices: An application to instrumental variable methods
1994. SPIE Conference on Advanced Signal Processing: Algorithms, Architectures, and Implementations, San Diego, CA, USA, July 24-27, 1994. p. 516-528. DOI : 10.1117/12.190863.A recursive Schur-based solution of the four-block problem
IEEE Transactions on Automatic Control. 1994. DOI : 10.1109/9.299639.On the robustness, convergence, and minimax performance of instantaneous-gradient adaptive filters
1994. 28th Asilomar Conference onSignals, Systems and Computers, Pacific Grove, CA, USA, October 31 - November 2, 1994. p. 592-596. DOI : 10.1109/ACSSC.1994.471521.Generalized Chandrasekhar recursions from the generalized Schur algorithm
IEEE transactions on automatic control. 1994. DOI : 10.1109/9.333773.Structured matrices and unconstrained rational interpolation problems
Linear Algebra and its Applications. 1994. DOI : 10.1016/0024-3795(94)90202-X.Time-variant displacement structure and triangular arrays
IEEE Transactions on Signal Processing. 1994. DOI : 10.1109/78.295212.Time-variant displacement structure and interpolation problems
IEEE Transactions on Automatic Control. 1994. DOI : 10.1109/9.284872.Recursive solutions of rational interpolation problems via fast matrix factorization
Integral Equations and Operator Theory. 1994. DOI : 10.1007/BF01194750.Extended Chandrasekhar recursions
IEEE Transactions on Automatic Control. 1994. DOI : 10.1109/9.280773.A state-space approach to adaptive RLS filtering
IEEE Signal Processing Magazine. 1994. DOI : 10.1109/79.295229.Hoo filtering is just Kalman filtering in Krein space
Computing and Intelligent Systems; New Delhi: McGraw-Hill Publishing Co. Ltd, 1993. p. 7-15.Displacement structure and rational interpolation theory
1993. 11th international symposium on the mathematical theory of networks and systems (MNTS), Regensburg, Germany, 1994.Time-variant displacement structure: Theory and applications
1993. 11th International Symposium on Mathematical Theory of Networks and Systems, Regensburg, Germany, 1993. p. 731-734.A unified derivation of square-root multichannel least-squares filtering algorithms
1993. IEEE International Conference on Acoustics Speech and Signal Processing - ICASSP, Minneapolis, MN, USA, 27-30 04 1993. p. 523-526. DOI : 10.1109/ICASSP.1993.319864.A state-space approach to adaptive filtering
1993. IEEE International Conference on Acoustics, Speech, and Signal Processing - ICASSP, Minneapolis, MN, USA, April 27-30, 1993. p. 559-562 vol.3. DOI : 10.1109/ICASSP.1993.319559.A high-performance cost-effective pole-zero MMSE-DFE
1993. 31st Annual Allerton Conference on Communication, Control, and Computing, Monticello, IL, USA, September 29 - October 1, 1993.Recursive linear estimation in Krein spaces. I. Theory
1993. 32nd IEEE Conference on Decision and Control, San Antonio, TX, USA, December 15-17, 1993. p. 3489-3494. DOI : 10.1109/CDC.1993.325867.Recursive linear estimation in Krein spaces with applications to H∞ problems
1993. 11th International Symposium on Mathematical Theory of Networks and Systems (MNTS), Regensburg, Germany, 1993. p. 703-706.Structured matrices and moment problems
Challenges of a Generalized System Theory; North Holland, 1993. p. 25-43.Recursive linear estimation in Krein spaces. II. Applications
1993. 32nd IEEE Conference on Decision and Control, San Antonio, TX, USA, December 15-17, 1993. p. 3495-3500. DOI : 10.1109/CDC.1993.325855.Fast triangular factorization of the sum of quasi-Toeplitz and quasi-Hankel matrices
Linear Algebra and its Applications. 1993. DOI : 10.1016/0024-3795(93)90510-U.LMS is H∞ optimal
1993. 32nd IEEE Conference on Decision and Control, San Antonio, TX, USA, December 15-17, 1993. p. 74-79. DOI : 10.1109/CDC.1993.325187.Structured matrices and fast RLS adaptive filtering
1992. Preprints of the IFAC Workshop, Seoul, Korea, August 31 – September 2, 1992. p. 211-216. DOI : 10.1016/B978-0-08-042050-9.50039-7.A Schur-based approach to the four-block problem
1992. 1992 American Control Conference, Chicago, IL, USA, June 24-26, 1992. p. 1860-1864. DOI : 10.23919/ACC.1992.4792434.Lattice structures for time-variant interpolation problems
1992. 31st IEEE Conference on Decision and Control, Tucson, AZ, USA, December 16-18, 1992. p. 116-121. DOI : 10.1109/CDC.1992.371778.Recursive solutions to rational interpolation problems
1992. IEEE International Symposium on Circuits and Systems - ISCAS, San Diego, CA, USA, May 10-13 May 1992. p. 2376-2379. DOI : 10.1109/ISCAS.1992.230540.Fast algorithms for generalized displacement structures
1991. 10th international symposium on the mathematical theory of networks and systems (MNTS), Kobe, Japan, June, 1991. p. 27-32.Enseignement & Phd
Enseignement
Electrical and Electronics Engineering
Doctorants
Cai Haoyuan, Cao Ying, Hu Ping, Kayaalp Mert, Khammassi Malek, Shumovskaia Valentina, Zhaikhan Ainur,A dirigé les thèses EPFL de
Bordignon Virginia , Rizk Elsa ,Cours
Adaptation and learning
Dans ce cours, les étudiants apprennent à designer et maîtriser les algorithmes et concepts de base liés à l'apprentissage des données et la fondation de l'adaptation ainsi que l'apprentissage de théories avec applications.