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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
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
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
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
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
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
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

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
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
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
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
33 Citations (Scopus)

Dynamic Energy Management for Smart-Grid-Powered Coordinated Multipoint Systems

Wang, X., Zhang, Y., Chen, T. & Giannakis, G. B., May 2016, In : IEEE Journal on Selected Areas in Communications. 34, 5, p. 1348-1359 12 p., 7389362.

Research output: Contribution to journalArticle

Energy management
Global warming
Climate change
Base stations
Energy storage
16 Citations (Scopus)

Dynamic Resource Allocation for Smart-Grid Powered MIMO Downlink Transmissions

Wang, X., Chen, T., Chen, X., Zhou, X. & Giannakis, G. B., Dec 2016, In : IEEE Journal on Selected Areas in Communications. 34, 12, p. 3354-3365 12 p., 7544445.

Research output: Contribution to journalArticle

Resource allocation
Communication systems
Electricity
Throughput
Communication

Efficient proximal gradient algorithm for inference of differential gene networks

Wang, C., Gao, F., Giannakis, G. B., D'Urso, G. & Cai, X., May 2 2019, In : BMC bioinformatics. 20, 1, 224.

Research output: Contribution to journalArticle

Open Access
Proximal Algorithm
Gene Networks
Gene Regulatory Networks
Gradient Algorithm
Genes
19 Citations (Scopus)

Ergodic Energy Management Leveraging Resource Variability in Distribution Grids

Wang, G., Kekatos, V., Conejo, A. J. & Giannakis, G. B., Nov 2016, In : IEEE Transactions on Power Systems. 31, 6, p. 4765-4775 11 p., 7419267.

Research output: Contribution to journalArticle

Energy management
Reactive power
Electricity
Electric potential
Compensation and Redress
23 Citations (Scopus)

Estimating Traffic and Anomaly Maps via Network Tomography

Mardani, M. & Giannakis, G. B., Jun 2016, In : IEEE/ACM Transactions on Networking. 24, 3, p. 1533-1547 15 p., 7098434.

Research output: Contribution to journalArticle

Tomography
Level measurement
Network management
Flow measurement
Data acquisition
2 Citations (Scopus)

Graph multiview canonical correlation analysis

Chen, J., Wang, G. & Giannakis, G. B., Jun 1 2019, In : IEEE Transactions on Signal Processing. 67, 11, p. 2826-2838 13 p., 8686218.

Research output: Contribution to journalArticle

Decomposition
Geometry
3 Citations (Scopus)

Heterogeneous Online Learning for 'Thing-Adaptive' Fog Computing in IoT

Chen, T., Ling, Q., Shen, Y. & Giannakis, G. B., Dec 2018, In : IEEE Internet of Things Journal. 5, 6, p. 4328-4341 14 p., 8421013.

Research output: Contribution to journalArticle

Fog
Convex optimization
Cloud computing
Decision making
Internet of things
1 Citation (Scopus)
Topology
Communication
1 Citation (Scopus)

Identification of Overlapping Communities via Constrained Egonet Tensor Decomposition

Sheikholeslami, F. & Giannakis, G. B., Nov 1 2018, In : IEEE Transactions on Signal Processing. 66, 21, p. 5730-5745 16 p., 8470175.

Research output: Contribution to journalArticle

Tensors
Decomposition
Constrained optimization
Data structures
6 Citations (Scopus)

Inference of Spatio-Temporal Functions over Graphs via Multikernel Kriged Kalman Filtering

Ioannidis, V. N., Romero, D. & Giannakis, G. B., Jun 15 2018, In : IEEE Transactions on Signal Processing. 66, 12, p. 3228-3239 12 p.

Research output: Contribution to journalArticle

Glossaries
Kalman filters
Learning algorithms
Computational complexity
Topology
10 Citations (Scopus)

Joint Community and Anomaly Tracking in Dynamic Networks

Baingana, B. & Giannakis, G. B., Apr 15 2016, In : IEEE Transactions on Signal Processing. 64, 8, p. 2013-2025 13 p., 7362023.

Research output: Contribution to journalArticle

Time varying networks
Time series
Economics
Experiments
44 Citations (Scopus)

Kernel-Based Reconstruction of Graph Signals

Romero, D., Ma, M. & Giannakis, G. B., Feb 1 2017, In : IEEE Transactions on Signal Processing. 65, 3, p. 764-778 15 p., 7605501.

Research output: Contribution to journalArticle

Signal processing
Bandwidth
Signal reconstruction
Social sciences
Hilbert spaces
24 Citations (Scopus)

Kernel-Based Reconstruction of Space-Time Functions on Dynamic Graphs

Romero, D., Ioannidis, V. N. & Giannakis, G. B., Sep 2017, In : IEEE Journal on Selected Topics in Signal Processing. 11, 6, p. 856-869 14 p., 7979500.

Research output: Contribution to journalArticle

Topology
Kalman filters
Costs
Physics
Statistics
34 Citations (Scopus)

Kernel-based structural equation models for topology identification of directed networks

Shen, Y., Baingana, B. & Giannakis, G. B., May 15 2017, In : IEEE Transactions on Signal Processing. 65, 10, p. 2503-2516 14 p., 7840051.

Research output: Contribution to journalArticle

Identification (control systems)
Topology
Error detection
Complex networks
Edge detection
4 Citations (Scopus)

Large-Scale Kernel-Based Feature Extraction via Low-Rank Subspace Tracking on a Budget

Sheikholeslami, F., Berberidis, D. & Giannakis, G. B., Apr 15 2018, In : IEEE Transactions on Signal Processing. 66, 8, p. 1967-1981 15 p.

Research output: Contribution to journalArticle

Feature extraction
Pattern recognition
Data storage equipment
6 Citations (Scopus)

Learn-and-Adapt Stochastic Dual Gradients for Network Resource Allocation

Chen, T., Ling, Q. & Giannakis, G. B., Dec 2018, In : IEEE Transactions on Control of Network Systems. 5, 4, p. 1941-1951 11 p., 8110688.

Research output: Contribution to journalArticle

Gradient methods
Resource Allocation
Resource allocation
Lagrange multipliers
Dual Method
4 Citations (Scopus)

Learning and Management for Internet of Things: Accounting for Adaptivity and Scalability

Chen, T., Barbarossa, S., Wang, X., Giannakis, G. B. & Zhang, Z-L., Apr 2019, In : Proceedings of the IEEE. 107, 4, p. 778-796 19 p., 8648462.

Research output: Contribution to journalArticle

Scalability
Innovation
Fog
Network architecture
Internet of things
8 Citations (Scopus)

Learning power spectrum maps from quantized power measurements

Romero, D., Kim, S. J., Giannakis, G. B. & Lopez-Valcarce, R., May 15 2017, In : IEEE Transactions on Signal Processing. 65, 10, p. 2547-2560 14 p., 7849214.

Research output: Contribution to journalArticle

Power spectral density
Power spectrum
Sensors
Support vector machines
Fusion reactions
6 Citations (Scopus)

Learning ReLU Networks on Linearly Separable Data: Algorithm, Optimality, and Generalization

Wang, G., Giannakis, G. B. & Chen, J., May 1 2019, In : IEEE Transactions on Signal Processing. 67, 9, p. 2357-2370 14 p., 8671751.

Research output: Contribution to journalArticle

Hinges
Chemical activation
Neural networks
1 Citation (Scopus)

Mobile Energy Transfer in Internet of Things

Zhang, Q., Wang, G., Chen, J., Giannakis, G. B. & Liu, Q., Oct 2019, In : IEEE Internet of Things Journal. 6, 5, p. 9012-9019 8 p., 8753423.

Research output: Contribution to journalArticle

Energy transfer
Wi-Fi
Technology transfer
Power control
Energy conservation
1 Citation (Scopus)

Multi-Timescale Online Optimization of Network Function Virtualization for Service Chaining

Chen, X., Ni, W., Chen, T., Collings, I. B., Wang, X., Liu, R. P. & Giannakis, G. B., Dec 1 2019, In : IEEE Transactions on Mobile Computing. 18, 12, p. 2899-2912 14 p., 8570806.

Research output: Contribution to journalArticle

Costs
Gradient methods
Network function virtualization
Virtual machine
2 Citations (Scopus)

Nonlinear dimensionality reduction for discriminative analytics of multiple datasets

Chen, J., Wang, G. & Giannakis, G. B., Feb 1 2019, In : IEEE Transactions on Signal Processing. 67, 3, p. 740-752 13 p., 8565879.

Research output: Contribution to journalArticle

Principal component analysis
Feature extraction
Decomposition

Nonlinear Structural Vector Autoregressive Models with Application to Directed Brain Networks

Shen, Y., Giannakis, G. B. & Baingana, B., Oct 15 2019, In : IEEE Transactions on Signal Processing. 67, 20, p. 5325-5339 15 p., 8831393.

Research output: Contribution to journalArticle

Brain
Time series
Complex networks
Glossaries
Learning systems
8 Citations (Scopus)

Online Categorical Subspace Learning for Sketching Big Data with Misses

Shen, Y., Mardani, M. & Giannakis, G. B., Aug 1 2017, In : IEEE Transactions on Signal Processing. 65, 15, p. 4004-4018 15 p., 7919228.

Research output: Contribution to journalArticle

Maximum likelihood
Big data
Costs
Statistical Models
24 Citations (Scopus)

Online Censoring for Large-Scale Regressions with Application to Streaming Big Data

Berberidis, D., Kekatos, V. & Giannakis, G. B., Aug 1 2016, In : IEEE Transactions on Signal Processing. 64, 15, p. 3854-3867 14 p., 7439865.

Research output: Contribution to journalArticle

Linear regression
Approximation algorithms
Maximum likelihood
Communication
Big data
14 Citations (Scopus)

Online Energy Price Matrix Factorization for Power Grid Topology Tracking

Kekatos, V., Giannakis, G. B. & Baldick, R., May 2016, In : IEEE Transactions on Smart Grid. 7, 3, p. 1239-1248 10 p., 7226869.

Research output: Contribution to journalArticle

Factorization
Topology
Lagrange multipliers
Transparency
Mathematical operators
1 Citation (Scopus)

Online Graph-Adaptive Learning with Scalability and Privacy

Shen, Y., Leus, G. & Giannakis, G. B., May 1 2019, In : IEEE Transactions on Signal Processing. 67, 9, p. 2471-2483 13 p., 8666759.

Research output: Contribution to journalArticle

Scalability
Set theory
Joining
Large scale systems
Experiments
36 Citations (Scopus)

Optimal and Scalable Caching for 5G Using Reinforcement Learning of Space-Time Popularities

Sadeghi, A., Sheikholeslami, F. & Giannakis, G. B., Feb 2018, In : IEEE Journal on Selected Topics in Signal Processing. 12, 1, p. 180-190 11 p.

Research output: Contribution to journalArticle

Reinforcement learning
Data storage equipment
Heterogeneous networks
Markov processes
Learning algorithms
31 Citations (Scopus)

Optimal dispatch of residential photovoltaic inverters under forecasting uncertainties

Dallranese, E., Dhople, S., Johnson, B. B. & Giannakis, G. B., Jan 1 2015, In : IEEE Journal of Photovoltaics. 5, 1, p. 350-359 10 p., 6960084.

Research output: Contribution to journalArticle

inverters
forecasting
overvoltage
irradiance
procurement
51 Citations (Scopus)

Optimal schedule of mobile edge computing for internet of things using partial information

Lyu, X., Ni, W., Tian, H., Liu, R. P., Wang, X., Giannakis, G. B. & Paulraj, A., Nov 2017, In : IEEE Journal on Selected Areas in Communications. 35, 11, p. 2606-2615 10 p., 8063331.

Research output: Contribution to journalArticle

Feedback
Lyapunov functions
Scheduling
Throughput
Internet of things