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  • 2019
  • 2018
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  • Georgios B Giannakis
Article

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

2 Scopus citations

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

2 Scopus citations

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

25 Scopus citations

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

Open Access
23 Scopus citations

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

8 Scopus citations

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

7 Scopus citations

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

3 Scopus citations

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

5 Scopus citations

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

7 Scopus citations

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

Open Access
9 Scopus citations

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

2 Scopus citations

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

Open Access
37 Scopus citations

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

1 Scopus citations

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

1 Scopus citations

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

Open Access
5 Scopus citations

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

5 Scopus citations

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

2 Scopus citations

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

Open Access
25 Scopus citations

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

5 Scopus citations

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

40 Scopus citations

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

33 Scopus citations

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

Open Access
16 Scopus citations

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
1 Scopus citations

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

20 Scopus citations

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

24 Scopus citations

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

2 Scopus citations

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

6 Scopus citations
2 Scopus citations

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

3 Scopus citations

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

6 Scopus citations

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

10 Scopus citations

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

Open Access
46 Scopus citations

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

24 Scopus citations

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

Open Access
36 Scopus citations

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

4 Scopus citations

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

6 Scopus citations

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

6 Scopus citations

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

Open Access
8 Scopus citations

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

8 Scopus citations

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

2 Scopus citations

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

1 Scopus citations

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

3 Scopus citations

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

1 Scopus citations

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

Open Access
8 Scopus citations

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

24 Scopus citations

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

14 Scopus citations

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

1 Scopus citations

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

Open Access
46 Scopus citations

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

58 Scopus citations

Phase Retrieval via Reweighted Amplitude Flow

Wang, G., Giannakis, G. B., Saad, Y. & Chen, J., Jun 1 2018, In : IEEE Transactions on Signal Processing. 66, 11, p. 2818-2833 16 p.

Research output: Contribution to journalArticle

15 Scopus citations