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1 Citation (Scopus)

Active sampling for graph-aware classification

Berberidis, D. & Giannakis, G. B., Mar 7 2018, 2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 648-652 5 p. (2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings; vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Sampling
2 Citations (Scopus)

AdaDIF: Adaptive Diffusions for Efficient Semi-supervised Learning over Graphs

Berberidis, D., Nikolakopoulos, A. N. & Giannakis, G. B., Jan 22 2019, Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018. Song, Y., Liu, B., Lee, K., Abe, N., Pu, C., Qiao, M., Ahmed, N., Kossmann, D., Saltz, J., Tang, J., He, J., Liu, H. & Hu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 92-99 8 p. 8622130. (Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Supervised learning
Labels
Landing
Scalability
Classifiers
1 Citation (Scopus)

Adaptive Bayesian Channel Gain Cartography

Lee, D., Berberidis, D. & Giannakis, G. B., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3554-3558 5 p. 8461412. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Transceivers
Markov processes
Sampling
Sensors
Uncertainty
2 Citations (Scopus)

Adaptive Bayesian Radio Tomography

Lee, D., Berberidis, D. & Giannakis, G. B., Apr 15 2019, In : IEEE Transactions on Signal Processing. 67, 8, p. 1964-1977 14 p., 8662745.

Research output: Contribution to journalArticle

Tomography
Imaging techniques
Radio interference
Disasters
Markov processes
6 Citations (Scopus)

Adaptive censoring for large-scale regressions

Berberidis, D. K., Kekatos, V., Wang, G. & Giannakis, G. B., Jan 1 2015, 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-August. p. 5475-5479 5 p. 7179018

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Redundancy
Processing
Big data
1 Citation (Scopus)

Adaptive diffusions for scalable learning over graphs

Berberidis, D., Nikolakopoulos, A. N. & Giannakis, G. B., Mar 1 2019, In : IEEE Transactions on Signal Processing. 67, 5, p. 1307-1321 15 p., 8590776.

Research output: Contribution to journalArticle

Labels
Classifiers
Landing
Scalability
Topology
15 Downloads (Pure)

Adaptive Diffusions for Scalable Learning over Graphs (MLG@KDD18)

Berberidis, D., Nikolakopoulos, A. & Giannakis, G. B., Aug 20 2018, Mining and Learning with Graphs Workshop @ ACM KDD 2018. p. 1 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
File
Labels
Landing
Scalability
Classifiers
Topology
1 Citation (Scopus)

A data-driven approach to stochastic network optimization

Chen, T., Mokhtari, A., Wang, X., Ribeiro, A. & Giannakis, G. B., Apr 19 2017, 2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 510-514 5 p. 7905894. (2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Stochastic programming
Resource allocation
4 Citations (Scopus)

A generalized Frank-wolfe approach to decentralized electric vehicle charging

Zhang, L., Kekatos, V. & Giannakis, G. B., Dec 27 2016, 2016 IEEE 55th Conference on Decision and Control, CDC 2016. Institute of Electrical and Electronics Engineers Inc., p. 1105-1111 7 p. 7798415. (2016 IEEE 55th Conference on Decision and Control, CDC 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electric Vehicle
Electric vehicles
Decentralized
Convergence Rate
Projected Gradient

Aggregating Flexibility of Heterogeneous Energy Resources in Distribution Networks

Chen, T., Li, N. & Giannakis, G. B., Aug 9 2018, 2018 Annual American Control Conference, ACC 2018. Institute of Electrical and Electronics Engineers Inc., p. 4604-4609 6 p. 8431445. (Proceedings of the American Control Conference; vol. 2018-June).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Energy resources
Electric power distribution
Agglomeration
Trajectories
Communication

Analytical Models for Resonant Beam Communications

Xiong, M., Liu, Q., Wang, G., Giannakis, G. B., Zhang, S. & Huang, C., Oct 2019, 2019 11th International Conference on Wireless Communications and Signal Processing, WCSP 2019. Institute of Electrical and Electronics Engineers Inc., 8927996. (2019 11th International Conference on Wireless Communications and Signal Processing, WCSP 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Analytical models
Communication
Mobile telecommunication systems
Signal to noise ratio
24 Citations (Scopus)

An Online Convex Optimization Approach to Proactive Network Resource Allocation

Chen, T., Ling, Q. & Giannakis, G. B., Dec 15 2017, In : IEEE Transactions on Signal Processing. 65, 24, p. 6350-6364 15 p., 8027140.

Research output: Contribution to journalArticle

Convex optimization
Resource allocation
Gradient methods
Decision making
Experiments
21 Citations (Scopus)

An Online Convex Optimization Approach to Real-Time Energy Pricing for Demand Response

Kim, S. J. & Giannakis, G. B., Nov 2017, In : IEEE Transactions on Smart Grid. 8, 6, p. 2784-2793 10 p., 7438918.

Research output: Contribution to journalArticle

Convex optimization
Elasticity
Loads (forces)
Feedback
Costs
2 Citations (Scopus)

A randomized approach to large-scale subspace clustering

Traganitis, P. A. & Giannakis, G. B., Mar 1 2017, Conference Record of the 50th Asilomar Conference on Signals, Systems and Computers, ACSSC 2016. Matthews, M. B. (ed.). IEEE Computer Society, p. 1019-1023 5 p. 7869522. (Conference Record - Asilomar Conference on Signals, Systems and Computers).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Clustering algorithms
1 Citation (Scopus)

A Recurrent Graph Neural Network for Multi-relational Data

Ioannidis, V. N., Marques, A. G. & Giannakis, G. B., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 8157-8161 5 p. 8682836. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Recurrent neural networks
Neural networks
Supervised learning
Network architecture

A Variational Bayes Approach to Adaptive Channel-gain Cartography

Lee, D. & Giannakis, G. B., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 8434-8438 5 p. 8683300. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sensors
Transceivers
Tomography
8 Citations (Scopus)

Backhaul-Constrained Multicell Cooperation Leveraging Sparsity and Spectral Clustering

Jain, S., Kim, S. J. & Giannakis, G. B., Feb 2016, In : IEEE Transactions on Wireless Communications. 15, 2, p. 899-912 14 p., 7273957.

Research output: Contribution to journalArticle

Spectral Clustering
Equalizers
Computational efficiency
Sparsity
Base stations
5 Citations (Scopus)

Bandit Convex Optimization for Scalable and Dynamic IoT Management

Chen, T. & Giannakis, G. B., Feb 2019, In : IEEE Internet of Things Journal. 6, 1, p. 1276-1286 11 p., 8362620.

Research output: Contribution to journalArticle

Convex optimization
Fog
Feedback
Internet of things
Decision making
1 Citation (Scopus)

Big data clustering via random sketching and validation

Traganitis, P. A., Slavakis, K. & Giannakis, G. B., Apr 24 2015, Conference Record of the 48th Asilomar Conference on Signals, Systems and Computers. Matthews, M. B. (ed.). IEEE Computer Society, p. 1046-1050 5 p. 7094614. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2015-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Computer vision
Sampling
Processing
Big data

Big data sketching with model mismatch

Chepuri, S. P., Zhangt, Y., Leus, G. & Giannakis, G. B., Feb 26 2016, Conference Record of the 49th Asilomar Conference on Signals, Systems and Computers, ACSSC 2015. Matthews, M. B. (ed.). IEEE Computer Society, p. 97-101 5 p. 7421090. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2016-February).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data reduction
Linear regression
Big data
4 Citations (Scopus)

Blind channel gain cartography

Romero, D., Lee, D. & Giannakis, G. B., Apr 19 2017, 2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1110-1115 6 p. 7906014. (2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sensors
Hilbert spaces
Cognitive radio
Transceivers
Wireless networks
3 Citations (Scopus)

Blind Multiclass Ensemble Classification

Traganitis, P. A., Pages-Zamora, A. & Giannakis, G. B., Sep 15 2018, In : IEEE Transactions on Signal Processing. 66, 18, p. 4737-4752 16 p., 8421667.

Research output: Contribution to journalArticle

Classifiers
Electric fuses
Factorization
Learning algorithms
Pattern recognition
1 Citation (Scopus)

Blind multi-class ensemble learning with dependent classifiers

Traganitis, P. A. & Giannakis, G. B., Nov 29 2018, 2018 26th European Signal Processing Conference, EUSIPCO 2018. European Signal Processing Conference, EUSIPCO, p. 2025-2029 5 p. 8553113. (European Signal Processing Conference; vol. 2018-September).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Classifiers
Electric fuses
Learning algorithms
Pattern recognition
Learning systems
4 Citations (Scopus)

Blind radio tomography

Romero, D., Lee, D. & Giannakis, G. B., Apr 15 2018, In : IEEE Transactions on Signal Processing. 66, 8, p. 2055-2069 15 p.

Research output: Contribution to journalArticle

Tomography
Calibration
Imaging techniques
Radio interference
Intrusion detection
5 Citations (Scopus)

Canonical correlation analysis of datasets with a common source graph

Chen, J., Wang, G., Shen, Y. & Giannakis, G. B., Aug 15 2018, In : IEEE Transactions on Signal Processing. 66, 16, p. 4398-4405 8 p., 8408767.

Research output: Contribution to journalArticle

Image classification
Data fusion
Feature extraction
Geometry
1 Citation (Scopus)

Canonical Correlation Analysis with Common Graph Priors

Chen, J., Wang, G., Shen, Y. & Giannakis, G. B., Aug 29 2018, 2018 IEEE Statistical Signal Processing Workshop, SSP 2018. Institute of Electrical and Electronics Engineers Inc., p. 463-467 5 p. 8450749. (2018 IEEE Statistical Signal Processing Workshop, SSP 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Blind source separation
Image classification
Data fusion
Geometry
fusion
9 Citations (Scopus)

Channel Gain Cartography for Cognitive Radios Leveraging Low Rank and Sparsity

Lee, D., Kim, S. J. & Giannakis, G. B., Sep 2017, In : IEEE Transactions on Wireless Communications. 16, 9, p. 5953-5966 14 p., 7956220.

Research output: Contribution to journalArticle

Cartography
Cognitive Radio
Cognitive radio
Sparsity
Radio receivers

Classification of streaming big data with misses

Sheikholesalmi, F., Mardani, M. & Giannakis, G. B., Apr 24 2015, Conference Record of the 48th Asilomar Conference on Signals, Systems and Computers. Matthews, M. B. (ed.). IEEE Computer Society, p. 1051-1055 5 p. 7094615. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2015-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Support vector machines
Cost functions
Classifiers
Processing
Big data

Compressive Phase Retrieval via Reweighted Amplitude Flow

Zhang, L., Wang, G., Giannakis, G. B. & Chen, J., Oct 1 2018, In : IEEE Transactions on Signal Processing. 66, 19, p. 5029-5040 12 p., 8424911.

Research output: Contribution to journalArticle

Recovery
Experiments
35 Citations (Scopus)

Cooling-Aware Energy and Workload Management in Data Centers via Stochastic Optimization

Chen, T., Wang, X. & Giannakis, G. B., Mar 2016, In : IEEE Journal on Selected Topics in Signal Processing. 10, 2, p. 402-415 14 p., 7328245.

Research output: Contribution to journalArticle

Cooling
Electricity
Global warming
Climate change
Information technology

Coupled Graph and Tensor Factorization for Recommender Systems and Community Detection

Ioannidis, V. N., Zamzam, A. S., Giannakis, G. B. & Sidiropoulos, N. D., Jan 1 2019, (Accepted/In press) In : IEEE Transactions on Knowledge and Data Engineering.

Research output: Contribution to journalArticle

Recommender systems
Factorization
Tensors
Computational complexity
1 Citation (Scopus)

Data-Adaptive Active Sampling for Efficient Graph-Cognizant Classification

Berberidis, D. & Giannakis, G. B., Oct 1 2018, In : IEEE Transactions on Signal Processing. 66, 19, p. 5167-5179 13 p., 8445612.

Research output: Contribution to journalArticle

Sampling
Labels
Classifiers
5 Citations (Scopus)

Data sketching for large-scale kalman filtering

Berberidis, D. & Giannakis, G. B., Jul 15 2017, In : IEEE Transactions on Signal Processing. 65, 14, p. 3688-3701 14 p., 7893735.

Research output: Contribution to journalArticle

Processing
Kalman filters
Innovation
Monitoring
Costs
6 Citations (Scopus)

Data sketching for large-scale Kalman filtering

Berberidis, D. & Giannakis, G. B., May 18 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 6195-6199 5 p. 7472868. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2016-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Processing
1 Citation (Scopus)

Data sketching for tracking large-scale dynamical processes

Berberidis, D. & Giannakis, G. B., Feb 26 2016, Conference Record of the 49th Asilomar Conference on Signals, Systems and Computers, ACSSC 2015. Matthews, M. B. (ed.). IEEE Computer Society, p. 345-349 5 p. 7421144. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2016-February).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Degradation
Processing
5 Citations (Scopus)

Decentralized RLS with data-adaptive censoring for regressions over large-scale networks

Wang, Z., Yu, Z., Ling, Q., Berberidis, D. & Giannakis, G. B., Mar 15 2018, In : IEEE Transactions on Signal Processing. 66, 6, p. 1634-1648 15 p., 8264782.

Research output: Contribution to journalArticle

Innovation
Communication
Costs
Data reduction
Experiments
1 Citation (Scopus)

Deep Reinforcement Learning for Adaptive Caching in Hierarchical Content Delivery Networks

Sadeghi, A., Wang, G. & Giannakis, G. B., Dec 2019, In : IEEE Transactions on Cognitive Communications and Networking. 5, 4, p. 1024-1033 10 p., 8807260.

Research output: Contribution to journalArticle

Reinforcement learning
Internet
25 Citations (Scopus)

DGLB: Distributed stochastic geographical load balancing over cloud networks

Chen, T., Marques, A. G. & Giannakis, G. B., Jul 2017, In : IEEE Transactions on Parallel and Distributed Systems. 28, 7, p. 1866-1880 15 p., 7775032.

Research output: Contribution to journalArticle

Resource allocation
Delay tolerant networks
Global warming
Random processes
Energy storage

Directed network topology inference via sparse joint diagonalization

Shen, Y., Fu, X., Giannakis, G. B. & Sidiropoulos, N. D., Apr 10 2018, Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017. Matthews, M. B. (ed.). Institute of Electrical and Electronics Engineers Inc., p. 698-702 5 p. (Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017; vol. 2017-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Directed Network
Diagonalization
Prior Information
inference
Network Topology

Distributed market clearing with wind generation and large-scale dispatchable loads

Zhang, Y. & Giannakis, G. B., Feb 11 2015, Proceedings of the IEEE Conference on Decision and Control. February ed. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-February. p. 941-946 6 p. 7039502

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Conditional Value at Risk
Transaction Costs
Sample Average Approximation
Optimal Power Flow
Smart Grid

Distributed Network Caching via Dynamic Programming

Sadeghi, A., Marques, A. G. & Giannakis, G. B., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 4574-4578 5 p. 8682210. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Dynamic programming
Base stations
Next generation networks
Global optimization
Telecommunication networks
4 Citations (Scopus)

Distributed online optimization of fog computing for selfish devices with out-of-date information

Lyu, X., Ni, W., Tian, H., Liu, R. P., Wang, X., Giannakis, G. B. & Paulraj, A., Nov 2018, In : IEEE Transactions on Wireless Communications. 17, 11, p. 7704-7717 14 p., 8467524.

Research output: Contribution to journalArticle

Online Optimization
Distributed Optimization
Fog
Date
Computing
3 Citations (Scopus)

Distributed recursive least-squares with data-adaptive censoring

Wang, Z., Yu, Z., Ling, Q., Berberidis, D. & Giannakis, G. B., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5860-5864 5 p. 7953280. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Innovation
Communication
Newton-Raphson method
Cost functions
Costs
1 Citation (Scopus)

Distributed robust resource allocation for renewable powered wireless cellular networks

Zhang, Y., Wang, X., Giannakis, G. B. & Hu, S., Aug 10 2015, 2015 IEEE International Black Sea Conference on Communications and Networking, BlackSeaCom 2015. Institute of Electrical and Electronics Engineers Inc., p. 210-214 5 p. 7185117. (2015 IEEE International Black Sea Conference on Communications and Networking, BlackSeaCom 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Beamforming
Resource allocation
Convex optimization
Energy management
Quality of service

Distributed sketched subspace clustering for large-scale datasets

Traganitis, P. A. & Giannakis, G. B., Mar 9 2018, 2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2017. Institute of Electrical and Electronics Engineers Inc., p. 1-5 5 p. (2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2017; vol. 2017-December).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Subspace Clustering
Clustering algorithms
projection
Random Projection
Unsupervised Classification
40 Citations (Scopus)

Distributed Stochastic Market Clearing with High-Penetration Wind Power

Zhang, Y. & Giannakis, G. B., Mar 2016, In : IEEE Transactions on Power Systems. 31, 2, p. 895-906 12 p., 7101303.

Research output: Contribution to journalArticle

Wind power
Costs
Convex optimization
Availability
4 Citations (Scopus)

Distributed Stochastic Optimization of Network Function Virtualization

Chen, X., Ni, W., Chen, T., Collings, I. B., Wang, X., Liu, R. P. & Giannakis, G. B., Jul 1 2017, 2017 IEEE Global Communications Conference, GLOBECOM 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1-6 6 p. (2017 IEEE Global Communications Conference, GLOBECOM 2017 - Proceedings; vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Costs
Network routing
Gradient methods
Hardware
Network function virtualization
10 Citations (Scopus)

Distribution system state estimation: an overview of recent developments

Wang, G., Giannakis, G. B., Chen, J. & Sun, J., Jan 1 2019, In : Frontiers of Information Technology and Electronic Engineering. 20, 1, p. 4-17 14 p.

Research output: Contribution to journalReview article

State estimation
Smart meters
Nonlinear systems
Electric potential

Distribution System State Estimation Via Data-Driven and Physics-Aware Deep Neural Networks

Zhang, L., Wang, G. & Giannakis, G. B., Jun 2019, 2019 IEEE Data Science Workshop, DSW 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 258-262 5 p. 8755581. (2019 IEEE Data Science Workshop, DSW 2019 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

State estimation
Physics
Recurrent neural networks
Electric vehicles
Time measurement
4 Citations (Scopus)

Dpca: Dimensionality Reduction for Discriminative Analytics of Multiple Large-Scale Datasets

Wang, G., Chen, J. & Giannakis, G. B., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 2211-2215 5 p. 8461744. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Principal component analysis
Singular value decomposition