Ali H. Sayed
EPFL STI IEL ASL
BM 4102 (Bâtiment BM)
Station 17
1015 Lausanne
Web site: Web site: https://asl.epfl.ch
Biography
Ali H. Sayed is Dean of Engineering at EPFL, Switzerland, where he also leads the Adaptive Systems Laboratory. He has also served as Distinguished Professor and Chairman of Electrical Engineering at UCLA. He is recognized as a Highly Cited Researcher and is a member of the US National Academy of Engineering. He is also a member of the World Academy of Sciences and served as President of the IEEE Signal Processing Society during 2018 and 2019.Dr. Sayed is an author/co-author of over 570 scholarly publications and six books. His research involves several areasincluding adaptation and learning theories, data and network sciences, statistical inference, and multiagent systems.
His work has been recognized with several major awards including the 2022 IEEE Fourier Award, the 2020 Norbert Wiener Society Award and the 2015 Education Award from the IEEE Signal Processing Society, the 2014 Papoulis Award from the European Association for Signal Processing, the 2013 Meritorious Service Award and the 2012 Technical Achievement Award from the IEEE Signal Processing Society, the 2005 Terman Award from the American Society for Engineering Education, the 2005 Distinguished Lecturer from the IEEE Signal Processing Society, the 2003 Kuwait Prize, and the 1996 IEEE Donald G. Fink Prize. His publications have been awarded several Best Paper Awards from the IEEE (2002, 2005, 2012, 2014) and EURASIP (2015). He is a Fellow of IEEE, EURASIP, and the American Association for the Advancement of Science (AAAS); the publisher of the journal Science.
Research
Adaptation and learning theories, data and network sciences, statistical inference, adaptive networks, optimization, biologically-inspired models.Honors & Recognitions
- 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
Editorial Services
- 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
Infoscience publications
Publications
Doubly Adaptive Social Learning
IEEE Transactions on Signal Processing. 2025. DOI : 10.1109/tsp.2025.3644686.Multivariate Belief Formation for Distributed Multitask Learning
2025. 33rd European Signal Processing Conference, Palermo, Italy, 2025-09-08 - 2025-09-12. p. 1173 - 1177. DOI : 10.23919/eusipco63237.2025.11226738.Multi-agent Off-policy Actor-Critic Reinforcement Learning for Partially Observable Environments
IEEE Open Journal of Control Systems. 2025. DOI : 10.1109/ojcsys.2025.3636033.Minimizing the Probability of Error for Decision Making over Graphs
IEEE Open Journal of Signal Processing. 2025. DOI : 10.1109/ojsp.2025.3625863.Stability and Performance Analysis of Diffusion Learning for Two-Network Competing Problems
2025. IEEE 35th International Workshop on Machine Learning for Signal Processing, Istanbul, Turkiye, 2025-08-31 - 2025-09-03. DOI : 10.1109/mlsp62443.2025.11204300.Reinforcement Learning by Networked Agents
Lausanne, EPFL, 2025. DOI : 10.5075/epfl-thesis-10863.Adaptive Social Learning for Slow Markov Chains
IEEE Transactions on Signal Processing. 2025. DOI : 10.1109/tsp.2025.3606580.Masked Diffusion Strategy for Privacy-Preserving Distributed Learning
IEEE Transactions on Information Forensics and Security. 2025. DOI : 10.1109/TIFS.2025.3593357.Social Learning with Dependent Agents
2025. 2025 25th International Conference on Digital Signal Processing (DSP), Pylos (Messinia, Southwest Peloponnese), Greece, 2025-06-25 - 2025-06-27. p. 1 - 5. DOI : 10.1109/dsp65409.2025.11075137.On the Trade-off between Flatness and Optimization in Distributed Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence. 2025. DOI : 10.1109/tpami.2025.3583104.Decentralized Adversarial Training over Graphs
IEEE Transactions on Information Theory. 2025. DOI : 10.1109/tit.2025.3569987.Differential error feedback for communication-efficient decentralized learning
IEEE Transactions on Signal Processing. 2025. DOI : 10.1109/tsp.2025.3564416.Fundamental Social Learning Scaling Law for Tracking Hidden Markov Models
2025. ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025-04-06 - 2025-04-11. p. 1 - 5. DOI : 10.1109/icassp49660.2025.10888523.Multi-Agent Reinforcement Learning in Partially Observable Environments Using Social Learning
2025. ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025-04-06 - 2025-04-11. p. 1 - 4. DOI : 10.1109/icassp49660.2025.10889252.Optimal Combination Policies for Error Exponent Maximization in Social Learning
2025. ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025-04-06 - 2025-04-11. p. 1 - 5. DOI : 10.1109/icassp49660.2025.10888519.Diffusion Learning Over Adaptive Competing Networks
2025. ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025-04-06 - 2025-04-11. p. 1 - 5. DOI : 10.1109/icassp49660.2025.10890006.Causal Impact Analysis for Asynchronous Decision Making
2024. 2024 IEEE International Symposium on Information Theory, Athens, Greece, 2024-07-07 - 2024-07-12. p. 1641 - 1645. DOI : 10.1109/ISIT57864.2024.10619126.Performance of Social Machine Learning under Limited Data
2023. 48th IEEE International Conference on Acoustics, Speech and Signal Processing, Rhodes Island, Greece, 2023-06-04 - 2023-06-10. DOI : 10.1109/ICASSP49357.2023.10097172.Social Learning with Adaptive Models
2024. 49th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Seoul, South Korea, 2024-04-14 - 2024-04-19. p. 9351 - 9355. DOI : 10.1109/ICASSP48485.2024.10447521.Asynchronous Social Learning
2023. 48th IEEE International Conference on Acoustics, Speech and Signal Processing, Rhodes Island, Greece, 2023-06-04 - 2023-06-10. DOI : 10.1109/ICASSP49357.2023.10096238.The Role of Memory in Social Learning When Sharing Partial Opinions
2023. 48th IEEE International Conference on Acoustics, Speech and Signal Processing, Rhodes Island, Greece, 2023-06-04 - 2023-06-10. DOI : 10.1109/ICASSP49357.2023.10096186.Compressed Distributed Regression over Adaptive Networks
2023. 48th IEEE International Conference on Acoustics, Speech and Signal Processing, Rhodes Island, Greece, 2023-06-04 - 2023-06-10. DOI : 10.1109/ICASSP49357.2023.10097010.Learning Dynamic Graphs under Partial Observability
2023. 48th IEEE International Conference on Acoustics, Speech and Signal Processing, Rhodes Island, Greece, 2023-06-04 - 2023-06-10. DOI : 10.1109/ICASSP49357.2023.10097221.Sequential Reasoning with Socially Caused Beliefs
Lausanne, EPFL, 2025. DOI : 10.5075/epfl-thesis-10489.Compressed Regression Over Adaptive Networks
IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS. 2024. DOI : 10.1109/TSIPN.2024.3464350.Memory-Aware Social Learning Under Partial Information Sharing
IEEE TRANSACTIONS ON SIGNAL PROCESSING. 2023. DOI : 10.1109/TSP.2023.3294615.Policy Evaluation in Decentralized POMDPs With Belief Sharing
IEEE OPEN JOURNAL OF CONTROL SYSTEMS. 2023. DOI : 10.1109/OJCSYS.2023.3277760.Matching centralized learning performance via compressed decentralized learning with error feedback
2024. 25 IEEE International Workshop on Signal Processing Advances in Wireless Communications, Lucca, Italy, 2024-09-10 - 2024-09-13. p. 431 - 435. DOI : 10.1109/SPAWC60668.2024.10694094.Differential Error Feedback for Communication-Efficient Decentralized Optimization
2024. 13 IEEE Sensor Array and Multichannel Signal Processing Workshop, Corvallis, United States, 2024-07-08 - 2024-07-11. DOI : 10.1109/SAM60225.2024.10636509.Adaptive Social Learning for Tracking Rare Transition Markov Chains
2024. 32 European Signal Processing Conference, Lyon, France, 2024-08-26 - 2024-08-30. p. 1032 - 1036. DOI : 10.23919/eusipco63174.2024.10715423.Distributed Decision-Making for Community Structured Networks
2024. 49th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Seoul, South Korea, 2024-04-14 - 2024-04-19. p. 9316 - 9320. DOI : 10.1109/ICASSP48485.2024.10447274.Diffusion Optimistic Learning for Min-Max Optimization
2024. 49th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Seoul, South Korea, 2024-04-14 - 2024-04-19. p. 5535 - 5539. DOI : 10.1109/ICASSP48485.2024.10447140.DECENTRALIZED FUSION OF EXPERTS OVER NETWORKS
2024. 34 IEEE International Workshop on Machine Learning for Signal Processing, London, United Kingdom, 2024-09-22 - 2024-09-25. DOI : 10.1109/MLSP58920.2024.10734793.Asynchronous Diffusion Learning with Agent Subsampling and Local Updates
2024. 49th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Seoul, South Korea, 2024-04-14 - 2024-04-19. p. 9246 - 9250. DOI : 10.1109/ICASSP48485.2024.10447684.Diffusion Stochastic Optimization for Min-Max Problems
IEEE Transactions on Signal Processing. 2025. DOI : 10.1109/TSP.2024.3511452.Non-asymptotic performance of social machine learning under limited data
Signal Processing. 2025. DOI : 10.1016/j.sigpro.2024.109849.Socially Intelligent Networks: A framework for decision making over graphs
IEEE Signal Processing Magazine. 2024. DOI : 10.1109/MSP.2024.3431168.Detection of Malicious Agents in Social Learning
IEEE Signal Processing Letters. 2024. DOI : 10.1109/LSP.2024.3420167.Diffusion Moving-Average Adaptation Over Networks
IEEE Transactions on Signal Processing. 2024. DOI : 10.1109/TSP.2024.3426967.Social Learning in Community Structured Graphs
IEEE Transactions on Signal Processing. 2024. DOI : 10.1109/TSP.2024.3401418.Causal Influence in Federated Edge Inference
IEEE TRANSACTIONS ON SIGNAL PROCESSING. 2024. DOI : 10.1109/TSP.2024.3507715.Inverse Graph Learning from Social Interactions
Lausanne, EPFL, 2024. DOI : 10.5075/epfl-thesis-10881.Graph Exploration for Effective Multiagent Q-Learning
Ieee Transactions On Neural Networks And Learning Systems. 2024. DOI : 10.1109/TNNLS.2024.3382480.On the Arithmetic and Geometric Fusion of Beliefs for Distributed Inference
Ieee Transactions On Automatic Control. 2024. DOI : 10.1109/TAC.2023.3330405.Social Opinion Formation and Decision Making Under Communication Trends
Ieee Transactions On Signal Processing. 2024. DOI : 10.1109/TSP.2023.3347918.Distributed Adaptive Learning Under Communication Constraints
Ieee Open Journal Of Signal Processing. 2024. DOI : 10.1109/OJSP.2023.3344052.Enforcing Privacy in Distributed Learning With Performance Guarantees
Ieee Transactions On Signal Processing. 2023. DOI : 10.1109/TSP.2023.3316590.Privatized graph federated learning
Eurasip Journal On Advances In Signal Processing. 2023. DOI : 10.1186/s13634-023-01049-4.Design of a Tap-Amplitude-Based Block Proportional Adaptive Filtering Algorithm
Ieee Transactions On Signal Processing. 2023. DOI : 10.1109/TSP.2023.3290659.Self-Aware Social Learning Over Graphs
Ieee Transactions On Information Theory. 2023. DOI : 10.1109/TIT.2023.3276214.Networked Signal and Information Processing: Learning by multiagent systems
Ieee Signal Processing Magazine. 2023. DOI : 10.1109/MSP.2023.3267896.Quantization for Decentralized Learning Under Subspace Constraints
Ieee Transactions On Signal Processing. 2023. 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
2023Decentralized Semi-supervised Learning over Multitask Graphs
2022. 56th Asilomar Conference on Signals, Systems, and Computers, ELECTR NETWORK, Oct 31-Nov 02, 2022. p. 419 - 425. DOI : 10.1109/IEEECONF56349.2022.10052032.Learning From Heterogeneous Data Based on Social Interactions Over Graphs
Ieee Transactions On Information Theory. 2023. DOI : 10.1109/TIT.2022.3232368.Partial Information Sharing Over Social Learning Networks
Ieee Transactions On Information Theory. 2023. DOI : 10.1109/TIT.2022.3227587.Discovering Influencers in Opinion Formation Over Social Graphs
Ieee Open Journal Of Signal Processing. 2023. DOI : 10.1109/OJSP.2023.3261132.Social Learning under Randomized Collaborations
2023. 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. DOI : 10.1109/TIT.2022.3211078.On the Fusion Strategies for Federated Decision Making
2023. 22nd IEEE Statistical Signal Processing Workshop (SSP), Hanoi, VIETNAM, July 02-05, 2023. p. 270 - 274. DOI : 10.1109/SSP53291.2023.10208062.Finite Bit Quantization For Decentralized Learning Under Subspace Constraints
2022. 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. 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. DOI : 10.1109/TSIPN.2022.3223805.Second-Order Guarantees of Stochastic Gradient Descent in Nonconvex Optimization
Ieee Transactions On Automatic Control. 2022. DOI : 10.1109/TAC.2021.3131963.Adaptive Diffusion With Compressed Communication
2022. 47th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, SINGAPORE, May 22-27, 2022. p. 5672 - 5676. DOI : 10.1109/ICASSP43922.2022.9747154.Decentralized Gan Training Through Diffusion Learning
2022. IEEE 32nd International Workshop on Machine Learning for Signal Processing (MLSP), ELECTR NETWORK, Aug 22-25, 2022. DOI : 10.1109/MLSP55214.2022.9943374.A Fundamental Limit of Distributed Hypothesis Testing Under Memoryless Quantization
2022. IEEE International Conference on Communications (ICC), Seoul, SOUTH KOREA, May 16-20, 2022. p. 4824 - 4829. DOI : 10.1109/ICC45855.2022.9838646.Opinion Formation over Adaptive Networks
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-9905.Hidden Markov Modeling Over Graphs
2022. 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. DOI : 10.1109/TAC.2021.3081073.Decision-making algorithms for learning and adaptation with application to COVID-19 data
Signal Processing. 2022. DOI : 10.1016/j.sigpro.2021.108426.Distributed Meta-Learning with Networked Agents
2021. 29th European Signal Processing Conference (EUSIPCO), ELECTR NETWORK, Aug 23-27, 2021. p. 1361 - 1365. DOI : 10.23919/EUSIPCO54536.2021.9616256.Dif-MAML: Decentralized Multi-Agent Meta-Learning
Ieee Open Journal Of Signal Processing. 2022. DOI : 10.1109/OJSP.2021.3140000.Competing Adaptive Networks
2021. IEEE Statistical Signal Processing Workshop (SSP), ELECTR NETWORK, Jul 11-14, 2021. p. 71 - 75. DOI : 10.1109/SSP49050.2021.9513819.Learning Over Multitask Graphs-Part II: Performance Analysis
Ieee Open Journal Of Signal Processing. 2020. DOI : 10.1109/OJSP.2020.2989031.Learning Over Multitask Graphs-Part I: Stability Analysis
Ieee Open Journal Of Signal Processing. 2020. DOI : 10.1109/OJSP.2020.2989038.Interplay Between Topology and Social Learning Over Weak Graphs
Ieee Open Journal Of Signal Processing. 2020. DOI : 10.1109/OJSP.2020.3006436.Network Classifiers Based On Social Learning
2021. 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. 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. 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. 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. 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
2021Dual Consensus Proximal Algorithm for Multi-Agent Sharing Problems
Ieee Transactions On Signal Processing. 2021. DOI : 10.1109/TSP.2021.3114978.Frequency-Domain Diffusion Adaptation Over Networks
Ieee Transactions On Signal Processing. 2021. DOI : 10.1109/TSP.2021.3107622.Adaptive Social Learning
Ieee Transactions On Information Theory. 2021. DOI : 10.1109/TIT.2021.3094633.Second-Order Guarantees In Federated Learning
2020. 54th Asilomar Conference on Signals, Systems, and Computers, ELECTR NETWORK, Nov 01-05, 2020. p. 915 - 922. DOI : 10.1109/IEEECONF51394.2020.9443421.Logical Team Q-learning: An approach towards factored policies in cooperative MARL
2021. 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. DOI : 10.1109/OJSP.2021.3081026.Decision Learning and Adaptation Over Multi-Task Networks
Ieee Transactions On Signal Processing. 2021. DOI : 10.1109/TSP.2021.3077804.Decentralized Proximal Gradient Algorithms With Linear Convergence Rates
Ieee Transactions On Automatic Control. 2021. DOI : 10.1109/TAC.2020.3009363.Adaptation in Online Social Learning
2020. 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. 28th European Signal Processing Conference (EUSIPCO), ELECTR NETWORK, Jan 18-22, 2021. p. 2095 - 2099. DOI : 10.23919/Eusipco47968.2020.9287370.Multiagent Fully Decentralized Value Function Learning With Linear Convergence Rates
Ieee Transactions On Automatic Control. 2021. 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. DOI : 10.1109/TSP.2021.3050858.Adaptation And Learning In Multi-Task Decision Systems
2020. IEEE International Conference on Acoustics, Speech, and Signal Processing, Barcelona, SPAIN, May 04-08, 2020. p. 5525 - 5529. DOI : 10.1109/ICASSP40776.2020.9053560.Learning Graph Influence From Social Interactions
2020. IEEE International Conference on Acoustics, Speech, and Signal Processing, Barcelona, SPAIN, May 04-08, 2020. p. 5535 - 5539. DOI : 10.1109/ICASSP40776.2020.9054244.Social Learning With Partial Information Sharing
2020. 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. 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. IEEE International Conference on Acoustics, Speech, and Signal Processing, Barcelona, SPAIN, May 04-08, 2020. p. 8589 - 8593. DOI : 10.1109/ICASSP40776.2020.9054327.Distributed Learning in Non-Convex Environments-Part II: Polynomial Escape From Saddle-Points
Ieee Transactions On Signal Processing. 2021. DOI : 10.1109/TSP.2021.3050840.Revisiting correlation-based functional connectivity and its relationship with structural connectivity
Network Neuroscience. 2020. DOI : 10.1162/netn_a_00166.Convex Combination of Diffusion Strategies Over Networks
Ieee Transactions On Signal And Information Processing Over Networks. 2020. DOI : 10.1109/TSIPN.2020.3038017.Second-order guarantees in centralized, federated and decentralized nonconvex optimization
Communications In Information And Systems. 2020. 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. DOI : 10.1109/TAC.2019.2960265.Graph Learning Under Partial Observability
Proceedings of the IEEE. 2020. 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. DOI : 10.1109/TSIPN.2020.2964214.On the Influence of Bias-Correction on Distributed Stochastic Optimization
Ieee Transactions On Signal Processing. 2020. DOI : 10.1109/TSP.2020.3008605.Tracking Performance of Online Stochastic Learners
IEEE Signal Processing Letters. 2020. DOI : 10.1109/LSP.2020.3013775.Polynomial Escape-Time From Saddle Points In Distributed Non-Convex Optimization
2019. 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. 53rd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, Nov 03-06, 2019. p. 194 - 198. DOI : 10.1109/IEEECONF44664.2019.9049074.Diffusion LMS With Communication Delays: Stability and Performance Analysis
IEEE Signal Processing Letters. 2020. 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. DOI : 10.1109/TSP.2020.2987468.A Linearly Convergent Proximal Gradient Algorithm for Decentralized Optimization
2019. 33rd Conference on Neural Information Processing Systems (NeurIPS), Vancouver, CANADA, Dec 08-14, 2019.Linear convergence of primal-dual gradient methods and their performance in distributed optimization
Automatica. 2020. DOI : 10.1016/j.automatica.2020.109003.Walkman: A Communication-Efficient Random-Walk Algorithm for Decentralized Optimization
Ieee Transactions On Signal Processing. 2020. DOI : 10.1109/TSP.2020.2983167.Multitask Learning Over Graphs: An Approach for Distributed, Streaming Machine Learning
IEEE Signal Processing Magazine. 2020. DOI : 10.1109/MSP.2020.2966273.Affine Combination of Diffusion Strategies Over Networks
Ieee Transactions On Signal Processing. 2020. DOI : 10.1109/TSP.2020.2975346.Adaptation and Learning Over Networks Under Subspace Constraints-Part I: Stability Analysis
Ieee Transactions On Signal Processing. 2020. DOI : 10.1109/TSP.2020.2970336.Variance-Reduced Stochastic Learning Under Random Reshuffling
Ieee Transactions On Signal Processing. 2020. DOI : 10.1109/TSP.2020.2968280.Distributed Coupled Multiagent Stochastic Optimization
Ieee Transactions On Automatic Control. 2020. DOI : 10.1109/TAC.2019.2906495.Local Tomography of Large Networks Under the Low-Observability Regime
Ieee Transactions On Information Theory. 2020. DOI : 10.1109/TIT.2019.2945033.Dynamic Average Diffusion With Randomized Coordinate Updates
Ieee Transactions On Signal And Information Processing Over Networks. 2019. DOI : 10.1109/TSIPN.2019.2942191.Graph Learning with Partial Observations: Role of Degree Concentration
2019. IEEE International Symposium on Information Theory (ISIT), Paris, FRANCE, Jul 07-12, 2019. p. 1312 - 1316. DOI : 10.1109/ISIT.2019.8849234.Distributed Value-Function Learning with Linear Convergence Rates
2019. 18th European Control Conference (ECC), Naples, ITALY, Jun 25-28, 2019. p. 505 - 511. DOI : 10.23919/ECC.2019.8795670.Detection Under One-Bit Messaging Over Adaptive Networks
IEEE Transactions on Information Theory. 2019. DOI : 10.1109/TIT.2019.2916845.Cover: A Cluster-Based Variance Reduced Method For Online Learning
2019. 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.Diffusion Learning In Non-Convex Environments
2019. 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. 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.Team Policy Learning For Multi-Agent Reinforcement Learning
2019. 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. 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 clustering for node-variant graph filtering with graph diffusion LMS
2018. 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.Decentralized Decision-Making Over Multi-Task Networks
Signal Processing. 2019. DOI : 10.1016/j.sigpro.2019.01.029.Tomography of Large Adaptive Networks under the Dense Latent Regime
2018. 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.A Regularization Framework for Learning Over Multitask Graphs
IEEE Signal Processing Letters. 2019. DOI : 10.1109/LSP.2018.2889267.Efficient Variance-Reduced Learning Over Multi-Agent Networks
2018. European Signal Processing Conference (EUSIPCO), Rome, ITALY, Aug 03-07, 2018. p. 415 - 419. DOI : 10.23919/EUSIPCO.2018.8553100.Decisions under Binary Messaging over Adaptive Networks
2018. European Signal Processing Conference (EUSIPCO), Rome, ITALY, Aug 03-07, 2018. p. 410 - 414. DOI : 10.23919/EUSIPCO.2018.8553091.Supervised Learning Under Distributed Features
Ieee Transactions On Signal Processing. 2019. DOI : 10.1109/TSP.2018.2881661.A Preconditioned Graph Diffusion LMS for Adaptive Graph Signal Processing
2018. European Signal Processing Conference (EUSIPCO), Rome, ITALY, Aug 03-07, 2018. p. 111 - 115. DOI : 10.23919/EUSIPCO.2018.8553273.Variance-Reduced Stochastic Learning by Networked Agents Under Random Reshuffling
Ieee Transactions On Signal Processing. 2019. DOI : 10.1109/TSP.2018.2872003.Exact Diffusion for Distributed Optimization and Learning-Part I: Algorithm Development
Ieee Transactions On Signal Processing. 2019. DOI : 10.1109/TSP.2018.2875898.Exact Diffusion for Distributed Optimization and Learning-Part II: Convergence Analysis
Ieee Transactions On Signal Processing. 2019. DOI : 10.1109/TSP.2018.2875883.Stochastic Learning Under Random Reshuffling With Constant Step-Sizes
Ieee Transactions On Signal Processing. 2019. DOI : 10.1109/TSP.2018.2878551.Consistent Tomography Under Partial Observations Over Adaptive Networks
Ieee Transactions On Information Theory. 2019. DOI : 10.1109/TIT.2018.2839192.Convergence Of Variance-Reduced Learning Under Random Reshuffling
2018. 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. 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. 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.Distributed Diffusion Adaptation Over Graph Signals
2018. 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.Consistent Tomography over Diffusion Networks under the Low-Observability Regime
2018. IEEE International Symposium on Information Theory (ISIT), Vail, CO, Jun 17-22, 2018. p. 1839 - 1843. DOI : 10.1109/ISIT.2018.8437631.Distributed Inference over Multitask Graphs under Smoothness
2018. 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.A minimum variance power control algorithm for wireless networks
2003. VTC, Orlando, FL, USA, October 2003. p. 1468 - 1472.Extended fast fixed order RLS adaptive filters
2001. IEEE International Symposium on Circuits and Systems (ISCAS), Sydney, NSW, Australia, May 6-9, 2001. p. 665 - 668. DOI : 10.1109/ISCAS.2001.921158.A Message From the Editor-in-Chief—Third Supplement on Secure Media
IEEE Transactions on Signal Processing. 2005. DOI : 10.1109/TSP.2005.855073.Message from the Editor-in-Chief
EURASIP Journal on Advances in Signal Processing. 2006. DOI : 10.1155/ASP/2006/35327.Hoo filtering is just Kalman filtering in Krein space
Computing and Intelligent Systems; New Delhi: McGraw-Hill Publishing Co. Ltd, 1993. p. 7 - 15.A message from the new editor-in-chief
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.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.Best Paper Award Recipients: A Message From the Editor-in-Chief
IEEE Transactions on Signal Processing. 2005. DOI : 10.1109/TSP.2005.852395.A Message from the Editor-in-Chief: First Supplement on Secure Media
IEEE Transactions on Signal Processing. 2004. DOI : 10.1109/TSP.2004.833856.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.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.Inertia Conditions for the Minimization of Quadratic Forms in Indefinite Metric Spaces
Operator Theory: Advances and Applications; Basel, Switzerland: Birkhauser Verlag, 1996. p. 309 - 347.Adaptive signal processing
McGraw-Hill Yearbook of Science and Technology; McGraw-Hill, 1997. p. 1 - 3.Elementary Transformations
Fast reliable algorithms for matrices with structure; Society for Industrial and Applied Mathematics, 1999. p. 309 - 319.Useful Matrix Results
Fast reliable algorithms for matrices with structure; Society for Industrial and Applied Mathematics, 1999. p. 297 - 308.Displacement structure
Kluwer Encyclopedia of Mathematics, Supplement II; Kluwer, 2000. p. 162 - 165.Asynchronous adaptive networks
Cooperative and Graph Signal Processing 1st ed.; Elsevier, 2018. p. 3 - 68.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.Diffusion Least-Mean Squares Over Adaptive Networks
2007. IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07, Honolulu, HI, USA, April 15-20, 2007. p. III - 917. DOI : 10.1109/ICASSP.2007.366830.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.Social Learning Over Weakly Connected Graphs
IEEE Transactions on Signal and Information Processing over Networks. 2017. DOI : 10.1109/TSIPN.2017.2668138.Performance limits of stochastic sub-gradient learning, Part I: Single agent case
Signal Processing. 2018. DOI : 10.1016/j.sigpro.2017.10.009.Linear Estimation
New Jersey: Prentice Hall, 2000.Adaptive Filters
New Jersey: John Wiley & Sons, 2008.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.A time-domain feedback analysis of adaptive gradient algorithms via the small gain theorem
1995. SPIE Conference on Advanced Signal Processing: Algorithms, Architectures, and Implementations, San Diego, CA, USA, July 9-16, 1995. DOI : 10.1117/12.211422.A parallel low-complexity coefficient computation processor for the MMSE decision feedback equalizer
1997. 31st Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, November 2-5, 1997. p. 1586 - 1590. DOI : 10.1109/ACSSC.1997.679170.A Unified Approach to the Steady-state and Tracking Analyses of Adaptive Filtering Algorithms
1999. 4th IEEE-EURASIP Workshop on Nonlinear Signal and Image Processing, Antalya, Turkey, June, 1999. p. 699 - 703.State estimation with uncertain parametric models
2000. 8th IEEE Mediterranean Conference on Control & Automation, Rio, Greece, June, 2000.Transient analysis of adaptive filters
2001. IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings, Salt Lake City, UT, USA, May 7-11, 2001. p. 3869 - 3872. DOI : 10.1109/ICASSP.2001.940688.Transient analysis of adaptive filters - Part II: The error nonlinearity case
2001. 5th IEEE-EURASIP Workshop on Nonlinear Signal and Image Processing, Baltimore, MA, USA, June, 2001.Energy Conservation and State-Space Characterization of Adaptive Filter Performance
2002. 34th ISCIE International Symposium on Stochastic Systems Theory and Its Applications, Fukuoka, Japan, October 31 - November 1, 2002. p. 1 - 10. DOI : 10.5687/sss.2003.1.Steady-State Performance of Convex Combinations of Adaptive Filters
2005. IEEE International Conference on Acoustics, Speech, and Signal Processing - ICASSP, Philadelphia, PA, USA, March 23, 2005. p. 33 - 36. DOI : 10.1109/ICASSP.2005.1415938.A distributed MMSE relay strategy for wireless sensor networks
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.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.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.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.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.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.Linear estimation in Krein spaces II. Applications
IEEE Transactions on Automatic Control. 1996. DOI : 10.1109/9.481606.Robustness of Gauss—Newton recursive methods: A deterministic feedback analysis
Signal Processing. 1996. DOI : 10.1016/0165-1684(96)00022-9.A Stable and Efficient Algorithm for the Indefinite Linear Least-Squares Problem
SIAM Journal on Matrix Analysis and Applications. 1998. DOI : 10.1137/S0895479896302229.Discussion on: ‘Tradeoff between Mean-Square and Worst-Case Performances in Adaptive Filtering’ by P. Bolzern, P. Colaneri and G. De Nicolao
European Journal of Control. 2000. DOI : 10.1016/S0947-3580(00)70916-2.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.Decentralized Consensus Optimization With Asynchrony and Delays
IEEE Transactions on Signal and Information Processing over Networks. 2018. DOI : 10.1109/TSIPN.2017.2695121.Multitask Diffusion Adaptation Over Networks
IEEE Transactions on Signal Processing. 2014. DOI : 10.1109/TSP.2014.2333560.Performance limits of stochastic sub-gradient learning, Part II: Multi-agent case
Signal Processing. 2018. DOI : 10.1016/j.sigpro.2017.10.007.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.Displacement Structure and H ∞ Problems
System Theory; Springer, 2000. p. 419 - 432.A robustness analysis of Gauss-Newton recursive methods
1995. 1995 Conference on Decision and Control, New Orleans, LA, USA, December 13-15, 1995. p. 210 - 215. DOI : 10.1109/CDC.1995.478680.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.A generalized Schur-type algorithm for the joint factorization of a structured matrix and its inverse
Calcolo. 1996. DOI : 10.1007/BF02575713.Diffusion Bias-Compensated RLS Estimation Over Adaptive Networks
IEEE Transactions on Signal Processing. 2011. DOI : 10.1109/TSP.2011.2163631.Distributed Spectrum Estimation for Small Cell Networks Based on Sparse Diffusion Adaptation
IEEE Signal Processing Letters. 2013. DOI : 10.1109/LSP.2013.2287373.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.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.An Adaptive Diffusion Augmented CLMS Algorithm for Distributed Filtering of Noncircular Complex Signals
IEEE Signal Processing Letters. 2011. DOI : 10.1109/LSP.2011.2168390.Comparison of robust estimation and Kalman filtering applied to fingertip tracking in human-machine interfaces
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.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.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.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 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.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.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.On the Robustness of Perceptron Learning Recurrent Networks
1996. 13th IFAC World Congress, San Francisco, CA, USA. p. 4172 - 4177. DOI : 10.1016/S1474-6670(17)58335-4.A feedback analysis of perceptron learning for neural networks
1995. 29th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, October 30 - November 1, 1995. p. 894 - 898. DOI : 10.1109/ACSSC.1995.540829.A note on a Lyapunov argument for stochastic gradient methods in the presence of noise
1995. 1995 American Control Conference, Seattle, WA, USA, June 21-23, 1995. p. 587 - 588. DOI : 10.1109/ACC.1995.529316.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.Estimation of Space-Time Varying Parameters Using a Diffusion LMS Algorithm
IEEE Transactions on Signal Processing. 2014. DOI : 10.1109/TSP.2013.2289888.Analysis of Spatial and Incremental LMS Processing for Distributed Estimation
IEEE Transactions on Signal Processing. 2011. DOI : 10.1109/TSP.2010.2100386.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.Lp-robustness and exponential convergence of some estimation schemes in adaptive control
1997. Proceedings of 16th American Control Conference, Albuquerque, NM, USA, June 6, 1997. p. 338 - 342. DOI : 10.1109/ACC.1997.611814.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.Combinations of adaptive filters: performance and convergence properties
IEEE Signal Processing Magazine. 2016. DOI : 10.1109/MSP.2015.2481746.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.Fixed point analysis of the constant modulus algorithm
2001. IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP, Salt Lake City, UT, USA, May 7-11, 2001. p. 2177 - 2180. DOI : 10.1109/ICASSP.2001.940426.On the influence of momentum acceleration on online learning
Journal of Machine Learning Research. 2016.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.Modified FxLMS algorithms with improved convergence performance
1996. 29th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, October 30 - November 1, 1995. p. 1255 - 1259. DOI : 10.1109/ACSSC.1995.540900.Linear Estimation (Information and System Sciences Series)
2000Efficient 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.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.Inverse closed-loop power control for CDMA wireless systems
2002. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Orlando, FL, USA, May 13-17, 2002. p. III - 2753. DOI : 10.1109/ICASSP.2002.5745218.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.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.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.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.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.Transient Analysis of Adaptive Affine Combinations
IEEE Transactions on Signal Processing. 2011. DOI : 10.1109/TSP.2011.2162325.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.Precoding for broadcasting with linear network codes
2006. 44th Allerton Conference on Communication, Control, and Computing, Monticello, Illinois, USA, Septemeber 27-29, 2006.Asynchronous diffusion adaptation over networks
2012. 20th European Signal Processing Conference (EUSIPCO), Bucharest, Romania, August 27-31, 2012. p. 86 - 90.Regularized Robust Filtering for Discrete Time Uncertain Time-Delayed Stochastic Systems
2004. 42nd Allerton Conference on Communication, Control, and Computing, Monticello, IL, September 29 - October 1, 2004. p. 1 - 2.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.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.Diffusion LMS Over Multitask Networks
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2015.2412918.Adaptation and learning over complex networks [From the Guest Editors]
IEEE Signal Processing Magazine. 2013. DOI : 10.1109/MSP.2013.2240191.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.Browsing the environment with the SNAP&TELL wearable computer system
Personal and Ubiquitous Computing. 2005. DOI : 10.1007/s00779-005-0351-x.Performance of Deconvolution Methods in Estimating CBOC-Modulated Signals
International Journal of Navigation and Observation. 2011. DOI : 10.1155/2011/356975.Array algorithms for Hoo estimation
IEEE Transactions on Automatic Control. 2000. DOI : 10.1109/9.847105.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.Performance Limits for Distributed Estimation Over LMS Adaptive Networks
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2204985.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.On the Joint Compensation of IQ Imbalances and Phase Noise in MIMO-OFDM Systems
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.Estimation in the presence of multiple sources of uncertainties with applications
1998. 32nd Asilomar Conference on Signals, Systems & Computers, Pacific Grove, CA, USA, November 1-4, 1998. p. 1811 - 1815. DOI : 10.1109/ACSSC.1998.751636.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.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.A probabilistic power-aware routing algorithm for wireless ad-hoc networks
2004. IEEE 59th Vehicular Technology Conference - VTC, Milan, Italy, May 17-19, 2004. p. 2190 - 2194. DOI : 10.1109/VETECS.2004.1390662.REACA: An Efficient Protocol Architecture for Large Scale Sensor Networks
IEEE Transactions on Wireless Communications. 2007. DOI : 10.1109/TWC.2007.05964.Signal Processing Theory and Methods [In the Spotlight]
IEEE Signal Processing Magazine. 2011. DOI : 10.1109/MSP.2011.941987.On lossless cascades in structured matrix factorization
Archiv für Elektronik und "Ubertragungstechnik. 1995.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.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.Adaptive Channel Estimation for Space-Time Block Coded MIMO--OFDM Communications
2004. IFAC workshop on Adaptation and Learning in Control and Signal Processing, Yokohama, Japan, August 30 – September 1, 2004. p. 645 - 650. DOI : 10.1016/S1474-6670(17)31542-2.Steady-state and tracking analyses of the sign algorithm without the explicit use of the independence assumption
IEEE Signal Processing Letters. 2000. DOI : 10.1109/97.873566.An adaptive structure for sigma delta modulation with improved dynamic range
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 power and rate control algorithm for wireless networks with state-delayed dynamics
2004. Proceedings of the MTNS, Leuven, Belgium, July 2004.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.Adaptation, Learning, and Optimization over Networks
Foundations and Trends in Machine Learning. 2014. DOI : 10.1561/2200000051.Proximal Multitask Learning Over Networks With Sparsity-Inducing Coregularization
IEEE Transactions on Signal Processing. 2016. DOI : 10.1109/TSP.2016.2601282.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.REACA: an efficient protocol architecture for large scale sensor networks (corrected)
IEEE Transactions on Wireless Communications. 2007. DOI : 10.1109/TWC.2007.0596402.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.Robust Adaptation in Impulsive Noise
IEEE Transactions on Signal Processing. 2016. DOI : 10.1109/TSP.2016.2535239.Design of robust filters with improved robustness margins via parameter scaling
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.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.An Efficient Carrier Phase Synchronization Technique for High-Order M-QAM–OFDM
IEEE Transactions on Signal Processing. 2008. DOI : 10.1109/TSP.2008.920500.CORDIC-Based MMSE-DFE Coefficient Computation
Digital Signal Processing. 1999. DOI : 10.1006/dspr.1999.0343.Adaptive MIMO OFDM Receivers: Implementation Impairments and Complexity Issues
2004. IFAC workshop on Adaptation and Learning in Control and Signal Processing, Yokohama, Japan, August 30 – September 1, 2004. p. 37 - 49. DOI : 10.1016/S1474-6670(17)31442-8.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.Multitask Diffusion Adaptation Over Networks With Common Latent Representations
IEEE Journal of Selected Topics in Signal Processing. 2017. DOI : 10.1109/JSTSP.2017.2671789.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.Stability and Performance Limits of Adaptive Primal-Dual Networks
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2015.2415759.Diffusion Strategies Outperform Consensus Strategies for Distributed Estimation Over Adaptive Networks
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2217338.Hoo Optimality Criteria for LMS and Backpropagation
Advances in Neural Information Processing Systems; Massachusetts Institute of Technology Press, 1994. p. 351 - 358.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.Mean-square performance of adaptive filters using averaging theory
2004. 38th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, Ca, USA, November 7-10, 2004. p. 229 - 234. DOI : 10.1109/ACSSC.2004.1399126.Asynchronous Adaptation and Learning Over Networks—Part I: Modeling and Stability Analysis
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2014.2385046.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.An uplink DS-CDMA receiver using a robust post-correlation Kalman structure
IEEE Transactions on Wireless Communications. 2005. DOI : 10.1109/TWC.2005.846973.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.An adaptive filter robust to data uncertainties
2000. Allerton Conference on Communication, Control and Computing, Monticello, Illinois, USA, September 29 - October 1, 2010. p. 1175 - 1183.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.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.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.Adaptive estimation algorithms over distributed networks
2006. IEICE Signal Processing Symposium, Kyoto, Japan.Structured matrices and moment problems
Challenges of a Generalized System Theory; North Holland, 1993. p. 25 - 43.A Time-Domain Feedback-Analysis of Recursive Identification Schemes
1995. 3rd IEEE Mediterranean Symposium on New Directions in Control and Automation, Limassol, Cyprus, July 11-13, 1995. p. 249 - 256.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.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.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.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.Joint frequency-domain adaptive equalization and interference cancellation for multi-user space-time block-coded systems
2003. IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP, Hong Kong, China, April 6-10, 2003. p. IV - 385. DOI : 10.1109/ICASSP.2003.1202660.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.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.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.Fast stable solvers for structured linear systems
Fast reliable algorithms for matrices with structure; Society for Industrial and Applied Mathematics, 1999. p. 85 - 102.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.Fundamental inertia conditions for the solution of H_oo problems
1995. American Control Conference, Seattle, WA, USA, June 21-23, 1995. p. 4389 - 4393. DOI : 10.1109/ACC.1995.532764.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.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.Diffusion Adaptation over Multi-Agent Networks with Wireless Link Impairments
IEEE Transactions on Mobile Computing. 2016. DOI : 10.1109/TMC.2015.2460251.An l2-stable feedback structure for nonlinear adaptive filtering and identification
Automatica. 1997. DOI : 10.1016/S0005-1098(96)00136-7.Adaptive Networks
Proceedings of the IEEE. 2014. DOI : 10.1109/JPROC.2014.2306253.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.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.Robustness and convergence of adaptive schemes in blind equalization
1996. 30th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 3-6, 1996. p. 271 - 275. DOI : 10.1109/ACSSC.1996.600871.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.A uniqueness result concerning a robust regularized least-squares solution
Systems & Control Letters. 2002. DOI : 10.1016/S0167-6911(02)00160-3.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.Distributed Decision-Making Over Adaptive Networks
IEEE Transactions on Signal Processing. 2014. DOI : 10.1109/TSP.2013.2296271.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.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.LMS is H∞ optimal
Adaptive Control, Filtering; Springer Verlag KG, 1995. p. 65 - 88.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.Optimal state regulation for uncertain state-space models
1999. 1999 American Control Conference, San Diego, CA, USA, June 2-4, 1999. p. 419 - 424. DOI : 10.1109/ACC.1999.782862.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.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.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 selection of optimal nonlinearities for stochastic gradient adaptive algorithms
2000. IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP, Istanbul, Turkey, June 5-9, 2000. p. 464 - 467. DOI : 10.1109/ICASSP.2000.862014.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.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.Robust Estimation for Uncertain Models in a Data Fusion Scenario
2000. IFAC Proceedings Volumes, Santa Barbara, CA, USA, June 2000. p. 899 - 904. DOI : 10.1016/S1474-6670(17)39867-1.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.Clock Jitter Compensation in High-Rate ADC Circuits
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2208958.Multiobjective Filter Design for Uncertain Stochastic Time-Delay Systems
IEEE Transactions on Automatic Control. 2004. DOI : 10.1109/TAC.2003.821422.A fast iterative solution for worst-case parameter estimation with bounded model uncertainties
1997. 1997 American Control Conference, Albuquerque, NM, USA, June 6, 1997. p. 1499 - 1503. DOI : 10.1109/ACC.1997.610757.Adaptive Carrier Tracking for Direct-To-Earth Mars Communications
2006. 40th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, October 29 - November 1, 2006. p. 1042 - 1046. DOI : 10.1109/ACSSC.2006.354911.Distributed Policy Evaluation Under Multiple Behavior Strategies
IEEE Transactions on Automatic Control. 2015. DOI : 10.1109/TAC.2014.2368731.Recursive least-squares adaptive filters
Digital Signal Processing Handbook; IEEE, New York, 1998.Exact RLS Laguerre-lattice adaptive filtering
2000. IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP, Istanbul, Turkey, June 5-9, 2000. p. 456 - 459. DOI : 10.1109/ICASSP.2000.862011.Diffusion Adaptation Strategies for Distributed Optimization and Learning Over Networks
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2198470.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.Diffusion adaptation over networks
Academic Press Library in Signal Processing; Elsevier, 2014. p. 323 - 454.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 robust minimum-variance filter for time varying uncertain discrete-time systems
2003. 2003 American Control Conference, Denver, CO, USA, June 4-6, 2003. p. 1885 - 1889. DOI : 10.1109/ACC.2003.1243348.Antenna selection with superposition for 4 x 2 DSTTD systems
IEEE Communications Letters. 2009. DOI : 10.1109/LCOMM.2009.090434.A Spatial Sampling Scheme Based on Innovations Diffusion in Sensor Networks
2007. 6th International Symposium on Information Processing in Sensor Networks, Cambridge, MA, USA, April 25-27, 2007. p. 323 - 330. DOI : 10.1109/IPSN.2007.4379692.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.On the Learning Behavior of Adaptive Networks - Part I: Transient Analysis
IEEE Transactions on Information Theory. 2015. DOI : 10.1109/TIT.2015.2427360.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.Adaptive Models for Gene Networks
PLoS One. 2012. DOI : 10.1371/journal.pone.0031657.Feedback Control Theory Reveals Tradeoff between Robustness and Stability in the p53-MDM2 Network
2012. q-bio Conference, Santa Fe, NM, USA, 2012.Unbiased Model Combinations for Adaptive Filtering
IEEE Transactions on Signal Processing. 2010. DOI : 10.1109/TSP.2010.2047639.Impact of Networked Cognition and Learning on Engineered Systems [Further Thoughts]
Proceedings of the IEEE. 2014. DOI : 10.1109/JPROC.2014.2307021.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.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.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.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.Post-translational regulation enables robust p53 regulation
BMC Systems Biology. 2013. DOI : 10.1186/1752-0509-7-83.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.Asynchronous Adaptation and Learning Over Networks—Part II: Performance Analysis
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2014.2385041.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.Two-Dimensional Spatio-Temporal Signal Processing for Dispersion Compensation in Time-Stretched ADC
Journal of Lightwave Technology. 2007. DOI : 10.1109/JLT.2007.896758.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.Adaptive Penalty-Based Distributed Stochastic Convex Optimization
IEEE Transactions on Signal Processing. 2014. DOI : 10.1109/TSP.2014.2331615.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.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.Distributed Learning for Stochastic Generalized Nash Equilibrium Problems
IEEE Transactions on Signal Processing. 2017. DOI : 10.1109/TSP.2017.2695451.Inverse scattering experiments, structured matrix inequalities, and tensor algebra
Linear Algebra and its Applications. 2002. DOI : 10.1016/S0024-3795(01)00387-1.Orthonormal realization of fast fixed-order RLS adaptive filters
2001. IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP, Salt Lake City, UT, USA, May 7-11, 2001. p. 3789 - 3792. DOI : 10.1109/ICASSP.2001.940668.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.Digital Suppression of Spurious PLL Tones in A/D Converters
IEEE Transactions on Signal Processing. 2011. DOI : 10.1109/TSP.2011.2162833.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.Tracking properties of a convex combination of two adaptive filters
2005. Microwave Electronics: Measurements, Identification, Applications, Bordeaux, France, July 17-20, 2005. p. 109 - 114. DOI : 10.1109/SSP.2005.1628574.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.Fixed-point steady-state analysis of adaptive filters
International Journal of Adaptive Control and Signal Processing. 2003. DOI : 10.1002/acs.738.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.On the Learning Behavior of Adaptive Networks - Part II: Performance Analysis
IEEE Transactions on Information Theory. 2015. DOI : 10.1109/TIT.2015.2427352.CDMA location using multiple antennas and interference cancellation
2003. The 57th IEEE Semiannual Vehicular Technology Conference - VTC, Jeju, South Korea, April 22-25, 2003. p. 2711 - 2715. DOI : 10.1109/VETECS.2003.1208885.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.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.Diffusion LMS for Multitask Problems With Local Linear Equality Constraints
IEEE Transactions on Signal Processing. 2017. DOI : 10.1109/TSP.2017.2721930.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 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.Block trigonometric transform adaptive filtering
1998. 32nd Asilomar Conference on Signals, Systems & Computers, Pacific Grove, CA, USA, November 1-4, 1998. p. 384 - 388. DOI : 10.1109/ACSSC.1998.750891.Alamouti space-time coded relay strategy for wireless networks
2005. Microwave Electronics: Measurements, Identification, Applications, Bordeaux, France, July 17-20, 2005. p. 83 - 88. DOI : 10.1109/SSP.2005.1628569.Iterative solutions of min-max parameter estimation with bounded data uncertainties
1997. IEEE International Conference on Acoustics, Speech, and Signal Processing - ICASSP, Munich, Germany, April 21-24, 1997. p. 3561 - 3564. DOI : 10.1109/ICASSP.1997.604635.Snap&Tell: a vision-based wearable system to support web-on-the-world applications
2002. 6th Australasian Conference on Digital Image Computing Techniques and Application - DICTA, Melbourne, Australia, January 21–22, 2002. p. 92 - 97.A recursive Schur-based solution of the four-block problem
IEEE Transactions on Automatic Control. 1994. DOI : 10.1109/9.299639.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.Resource allocation strategies for wireless ad-hoc networks
2004. IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP, Montreal, Canada, May 17-21, 2004. p. iv - iv. DOI : 10.1109/ICASSP.2004.1326890.Performance analysis of a class of clustered wireless networks
2004. IEEE 5th Workshop on Signal Processing Advances in Wireless Communications, 2004., Lisbon, Portugal, July 11-14, 2004. p. 11 - 15. DOI : 10.1109/SPAWC.2004.1439193.Dictionary Learning Over Distributed Models
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2014.2385045.Space-time coding in MISO-OFDM systems with implementation impairments
2004. Processing Workshop 2004 Sensor Array and Multichannel Signal, Barcelona, Spain, July 18-21, 2004. p. 259 - 263. DOI : 10.1109/SAM.2004.1502949.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.Information Exchange and Learning Dynamics Over Weakly Connected Adaptive Networks
IEEE Transactions on Information Theory. 2016. DOI : 10.1109/TIT.2016.2514502.Multi-relay strategy for imperfect channel information in sensor networks
2005. 13th European Signal Processing Conference, Antalya, Turkey, September 4-8, 2005. p. 1 - 4.Adaptive Multipath resolving for wireless location systems
2001. 35th Asilomar Conference onSignals, Systems and Computers, Pacific Grove, CA, USA, November 4-7, 2001. p. 1507 - 1511. DOI : 10.1109/ACSSC.2001.987739.A Dynamic Antenna Scheduling Strategy for Multi-User MIMO Communications
2006. 14th European Signal Processing Conference (EUSIPCO), Florence, Italy, September 4-8, 2006. p. 1 - 5.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.Predictive ratio closed-loop power control for CDMA wireless systems
2002. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Orlando, FL, USA, May 13-17, 2002. p. III - 2145. DOI : 10.1109/ICASSP.2002.5745066.Inertia properties of indefinite quadratic forms
IEEE Signal Processing Letters. 1996. DOI : 10.1109/97.484217.Structured extensions of matrices
Operator Theoretical Methods (17th OT Conference Proceedings), The Theta Foundation, Bucharest; The Theta Foundation, 2000. p. 121 - 136.Kalman Filters
Wiley Encyclopedia of Electrical and Electronics Engineering; John Wiley & Sons, 1999. p. 67 - 81.A phase noise compensation scheme for OFDM wireless systems
2006. 14th European Signal Processing Conference, Florence, Italy, September 4-8, 2006. p. 1 - 5.A stochastic power control algorithm for wireless networks
2003. IEEE Workshop on Statistical Signal Processing, St. Louis, MO, USA, September 28 - October 1, 2003. p. 391 - 394. DOI : 10.1109/SSP.2003.1289427.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.Square-root algorithms for structured matrices, interpolation, and completion problems
Linear Algebra for Signal Processing; Springer Verlag KG, 1995. p. 153 - 184.Oblique state-space estimation algorithms
1995. 1995 American Control Conference, Seattle, WA, USA, June 21-23, 1995. p. 1969 - 1973. DOI : 10.1109/ACC.1995.531232.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.Adaptive Subchip Multipath Resolving for Wireless Location Systems
EURASIP Journal on Advances in Signal Processing. 2006. DOI : 10.1155/ASP/2006/25431.Innovations Diffusion: A Spatial Sampling Scheme for Distributed Estimation and Detection
IEEE Transactions on Signal Processing. 2009. DOI : 10.1109/TSP.2008.2008264.Coordinate-Descent Diffusion Learning by Networked Agents
IEEE Transactions on Signal Processing. 2018. DOI : 10.1109/TSP.2017.2757903.Distributed Clustering and Learning Over Networks
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2015.2415755.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.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.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.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.Fast updating of structured linear systems of equations with applications in adaptive filtering
1999. 33rd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, October 24-27, 1999. p. 427 - 431. DOI : 10.1109/ACSSC.1999.832365.Stability of the LMS adaptive filter by means of a state equation
1998. 36th Annual Allerton Conference on Communication, Control, and Computing, Monticello, IL, USA, September 23-25, 1998. p. 242 - 251.On the Performance of Clustered Energy-Aware Wireless Networks
2006. IEEE International Conference on Acoustics Speed and Signal Processing, Toulouse, France, May 14-19, 2006. p. IV - 281. DOI : 10.1109/ICASSP.2006.1660960.Adaptive tracking of linear time-variant systems by extended RLS algorithms
IEEE Transactions on Signal Processing. 1997. DOI : 10.1109/78.575687.Adaptive angle of arrival estimation for multiuser wireless location systems
2004. IEEE 5th Workshop on Signal Processing Advances in Wireless Communications, 2004., Lisbon, Portugal, July 11-14, 2004. p. 551 - 555. DOI : 10.1109/SPAWC.2004.1439304.Best-fit parameter estimation for a bounded errors-in-variables model
1997. 1997 American Control Conference, Albuquerque, NM, USA, June 6, 1997. p. 166 - 170. DOI : 10.1109/ACC.1997.611778.An unbiased and cost-effective leaky-LMS filter
1996. 30th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 3-6, 1996. p. 1078 - 1082. DOI : 10.1109/ACSSC.1996.599109.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.Tracking analysis of the LMF and LMMN adaptive algorithms
1999. 33rd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, October 24-27, 1999. p. 786 - 790. DOI : 10.1109/ACSSC.1999.832436.Detection of fading overlapping multipath components
Signal Processing. 2006. DOI : 10.1016/j.sigpro.2005.11.002.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.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.Regularized Robust Estimators for Time Varying Uncertain Discrete-Time Systems
2003. 13th IFAC Symposium on System Identification - SYSID, Rotterdam, Netherlands, August 27-29, 2003. p. 1060 - 1065. DOI : 10.1016/S1474-6670(17)34893-0.Adaptive frequency-domain joint equalization and interference cancellation for multi-user space-time block-coded systems
2003. IEEE International Conference on Communications, Anchorage, AK, USA, May 11-15, 2003. p. 3230 - 3235. DOI : 10.1109/ICC.2003.1204033.Improving the Accuracy of the Generalized Schur Algorithm
Communications, Computation, Control, and Signal Processing: A Tribute to Thomas Kailath; Kluwer Academic Publishers, 1997. p. 223 - 232.State-space estimation with uncertain data: finite and infinite-horizon results
2000. 39th IEEE Conference on Decision and Control, Sydney, NSW, Australia, December 12-15, 2000. p. 4666 - 4671. DOI : 10.1109/CDC.2001.914664.Interference suppression of asynchronous multi-user space-time block coded transmissions
2004. IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP, Montreal, Canada, May 17-21, 2004. p. iv - iv. DOI : 10.1109/ICASSP.2004.1326945.Diffusion Adaptation Over Networks Under Imperfect Information Exchange and Non-Stationary Data
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2192928.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.LMS and backpropagation are minimax filters
Theoretical Advances in Neural Computation and Learning; Norwell, MA: Kluwer Academic Publishers, 1994. p. 425 - 447.Multitask Diffusion Adaptation Over Asynchronous Networks
IEEE Transactions on Signal Processing. 2016. DOI : 10.1109/TSP.2016.2518991.Optimum error nonlinearities for long adaptive filters
2002. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Orlando, FL, USA, May 13-17, 2002. p. II - 1373. DOI : 10.1109/ICASSP.2002.5744885.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.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.Recursive Construction of Multichannel Transmission Lines with a Maximum Entropy Property
Codes, Graphs, and Systems; Boston, MA: Springer US, 2002. p. 259 - 290.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.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.Asynchronous Adaptation and Learning Over Networks—Part III: Comparison Analysis
IEEE Transactions on Signal Processing. 2015. DOI : 10.1109/TSP.2014.2385037.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.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.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.On distributed online classification in the midst of concept drifts
Neurocomputing. 2013. DOI : 10.1016/j.neucom.2012.12.043.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.A Class of Adaptive Nonlinear Hoo Filters with guaranteed I_2 Stability
1995. IFAC Symposium on Nonlinear Control System Design, Lake Tahoe, CA, USA, June 25–28, 1995. p. 417 - 422. DOI : 10.1016/B978-0-08-042371-5.50073-3.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.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.Sparse Distributed Learning Based on Diffusion Adaptation
IEEE Transactions on Signal Processing. 2013. DOI : 10.1109/TSP.2012.2232663.SNR performance of an adaptive sigma delta modulator
2001. IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP, Sydney, NSW, Australia, May 7-11, 2001. p. 392 - 395. DOI : 10.1109/ISCAS.2001.921875.A robust receiver for multi-user uplink DS-CDMA
2003. IEEE Wireless Communications and Networking - WCNC, New Orleans, LA, USA, March 16-20, 2003. p. 397 - 402. DOI : 10.1109/WCNC.2003.1200382.Are ensemble-average learning curves reliable in evaluating the performance of adaptive filters?
1998. 32nd Asilomar Conference on Signals, Systems & Computers, Pacific Grove, CA, USA, November 1-4, 1998. p. 1171 - 1175. DOI : 10.1109/ACSSC.1998.751511.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.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.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.Excess-Risk of Distributed Stochastic Learners
IEEE Transactions on Information Theory. 2016. DOI : 10.1109/TIT.2016.2593769.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.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.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.Exploiting spatio-temporal correlation for rate-efficient transmit beamforming
2004. 38th Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, USA, November 7-10, 2004. p. 2027 - 2031. DOI : 10.1109/ACSSC.2004.1399521.A generalized tracking analysis of adaptive filtering algorithms in cyclicly and randomly varying environments
2000. IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP, Istanbul, Turkey, June 5-9, 2000. p. 440 - 443. DOI : 10.1109/ICASSP.2000.862004.A divide-and-conquer algorithm for channel estimation in multi-user space-time coded transmissions
2004. 12th European Signal Processing Conference, Vienna, Austria, September 6-10, 2004. p. 1873 - 1876.Robust multipath resolving in fading conditions for mobile-positioning systems
2000. 17th National Radio Science Conference - NRSC, Minufiya, Egypt, February 24, 2000. p. C19 - 1. DOI : 10.1109/NRSC.2000.838948.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.Spatio-Temporal Diffusion Strategies for Estimation and Detection Over Networks
IEEE Transactions on Signal Processing. 2012. DOI : 10.1109/TSP.2012.2197205.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.Distributed Pareto Optimization via Diffusion Strategies
IEEE Journal of Selected Topics in Signal Processing. 2013. DOI : 10.1109/JSTSP.2013.2246763.Fast RLS Laguerre adaptive filtering
1999. 37th Annual Allerton Conference on Communication, Control, and Computing, Monticello, IL, USA, September 22-24, 1999. p. 338 - 347.Two variants of the FxLMS algorithm
1995. IEEE ASSP Workshop on applications of Signal Processing to Audio and Acoustics, New Paltz, NY, USA, October 15-18, 1995. p. 123 - 126. DOI : 10.1109/ASPAA.1995.482973.Worst-case parameter estimation with bounded model uncertainties
1997. 1997 American Control Conference, Albuquerque, NM, USA, June 6, 1997. p. 171 - 175. DOI : 10.1109/ACC.1997.611779.Fast algorithms for generalized displacement structures and lossless systems
Linear Algebra and its Applications. 1995. DOI : 10.1016/0024-3795(93)00193-4.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.Local and global passivity relations for Gauss-Newton methods in adaptive filtering
1995. SPIE Conference on Advanced Signal Processing: Algorithms, Architectures, and Implementations, San Diego, CA, USA, July 9-16, 1995. p. 218 - 229. DOI : 10.1117/12.211399.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.Robustness and convergence of adaptive schemes in blind equalization and neural network training
1996. 8th European Signal Processing Conference, Trieste, Italy, September 10-13, 1996. p. 1 - 4.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.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.A recursive method for solving unconstrained tangential interpolation problems
IEEE Transactions on Automatic Control. 1999. DOI : 10.1109/9.751341.A unified approach to the steady-state analysis of quantized adaptive filtering algorithms
2000. The 2000 IEEE International Symposium on Circuits and Systems - ISCAS, Geneva, Switzerland, May 28-31, 2000. p. 341 - 344. DOI : 10.1109/ISCAS.2000.856331.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.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.Teaching & PhD
Teaching
Electrical and Electronics Engineering