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2018
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
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
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

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
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

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
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)

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

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
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

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
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
3 Citations (Scopus)
267 Downloads (Pure)

Fast Decentralized Learning Via Hybrid Consensus Admm

Ma, M., Nikolakopoulos, A. N. & 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., Vol. 2018-April. p. 3829-3833 5 p. 8462038. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

File
Fusion reactions
Telecommunication networks
Topology
Communication
2 Citations (Scopus)

Fully Automatic Segmentation of the Right Ventricle Via Multi-Task Deep Neural Networks

Zhang, L., Karanikolas, G. V., Akcakaya, M. & 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. 6677-6681 5 p. 8461556. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

Pathology
Magnetic resonance
Network architecture
Deep neural networks
6 Citations (Scopus)

Going beyond linear dependencies to unveil connectivity of meshed grids

Zhang, L., Wang, G. & 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

Partial Correlation
Connectivity
norms
Kernel Regression
grids
1 Citation (Scopus)

Harnessing Bandit Online Learning to Low-Latency Fog Computing

Chen, T. & 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. 6418-6422 5 p. 8461641. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

Fog
Availability
Feedback
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
3 Citations (Scopus)

Kernel-Based Semi-Supervised Learning over Multilayer Graphs

Ioannidis, V. N., Traganitis, P. A., Shen, Y. & Giannakis, G. B., Aug 24 2018, 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2018. Institute of Electrical and Electronics Engineers Inc., 8445870. (IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC; vol. 2018-June).

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

Supervised learning
Multilayers
Learning systems
Large scale systems
6 Citations (Scopus)

LAG: Lazily aggregated gradient for communication-efficient distributed learning

Chen, T., Giannakis, G. B., Sun, T. & Yin, W., Jan 1 2018, In : Advances in Neural Information Processing Systems. 2018-December, p. 5050-5060 11 p.

Research output: Contribution to journalConference article

Communication
Gradient methods
Learning systems
Experiments
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
3 Citations (Scopus)

Learning from unequally reliable blind ensembles of classifiers

Traganitis, P. A., Pagès-Zamora, A. & 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. 106-110 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

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

Memory efficient low-rank non-linear subspace tracking

Sheikholeslami, F., Berberidis, D. & 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. 8313099. (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
Data storage equipment
Streaming Data
exploitation
Large Data Sets

Multi-kernel change detection for dynamic functional connectivity graphs

Karanikolas, G. V., Sporns, O. & Giannakis, G. B., 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. 1555-1559 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

Graph Connectivity
change detection
Change Detection
Change-point Detection
Functional Magnetic Resonance Imaging
5 Citations (Scopus)

Nonlinear dimensionality reduction on graphs

Shen, Y., 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

Dimensionality Reduction
preserving
Graph in graph theory
data correlation
machine learning
8 Citations (Scopus)

Online ensemble multi-kernel learning adaptive to non-stationary and adversarial environments

Shen, Y., Chen, T. & Giannakis, G. B., Jan 1 2018, p. 2037-2046. 10 p.

Research output: Contribution to conferencePaper

Adaptive Learning
Ensemble
kernel
Glossaries
Data storage equipment
2 Citations (Scopus)

ONLINE IDENTIFICATION of DIRECTIONAL GRAPH TOPOLOGIES CAPTURING DYNAMIC and NONLINEAR DEPENDENCIES

Shen, Y. & Giannakis, G. B., Aug 17 2018, 2018 IEEE Data Science Workshop, DSW 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 195-199 5 p. 8439119. (2018 IEEE Data Science Workshop, DSW 2018 - Proceedings).

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

Vector Autoregressive Model
topology
Topology
Graph in graph theory
Stochastic Gradient

Online Learning Adaptive to Dynamic and Adversarial Environments

Shen, Y., Chen, T. & Giannakis, G. B., Aug 24 2018, 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2018. Institute of Electrical and Electronics Engineers Inc., 8445874. (IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC; vol. 2018-June).

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

Dynamic analysis
Scalability
Data storage equipment
3 Citations (Scopus)

Online learning for "thing-adaptive" Fog Computing in IoT

Chen, T., Shen, Y., Ling, Q. & Giannakis, G. B., 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. 664-668 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

Internet of Things
fog
Online Learning
Fog
Thing
3 Citations (Scopus)

Online Multi-Kernel Learning with Orthogonal Random Features

Shen, Y., Chen, T. & 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. 6289-6293 5 p. 8461509. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

Glossaries
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
2 Citations (Scopus)

Optimal Dynamic Proactive Caching Via Reinforcement Learning

Sadeghi, A., Sheikholeslami, F. & Giannakis, G. B., Aug 24 2018, 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2018. Institute of Electrical and Electronics Engineers Inc., 8445899. (IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC; vol. 2018-June).

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

Reinforcement learning
Base stations
Markov processes
Learning algorithms
12 Citations (Scopus)

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

Recovery
Additive noise
Computational efficiency
Computational complexity
10 Citations (Scopus)

Power system state estimation via feasible point pursuit: Algorithms and Cramér-rao bound

Wang, G., Zamzam, A. S., Giannakis, G. B. & Sidiropoulos, N. D., Mar 15 2018, In : IEEE Transactions on Signal Processing. 66, 6, p. 1649-1658 10 p., 8253864.

Research output: Contribution to journalArticle

State estimation
Quadratic programming
Electric potential
Computational complexity
Economics
2 Citations (Scopus)
270 Downloads (Pure)

Random Walks with Restarts for Graph-Based Classification: Teleportation Tuning and Sampling Design

Berberidis, D., Nikolakopoulos, A. N. & 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., Vol. 2018-April. p. 2811-2815 5 p. 8461548. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

File
Tuning
Sampling
Classifiers
Labels

Real-time energy management with improved cost-capacity tradeoff

Li, B., Chen, T., Wang, X. & 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. 1045-1049 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

Energy management
Costs
Renewable energy resources
Energy storage

Reinforcement learning for 5G caching with dynamic cost

Sadeghi, A., Sheikholeslami, F., Matrques, A. G. & 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. 6653-6657 5 p. 8462673. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

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

Reinforcement learning
Network performance
Dynamic programming
Costs
Decision making
1 Citation (Scopus)

Scalable kernel-based learning via low-rank approximation of lifted data

Sheikholeslami, F. & Giannakis, G. B., Jan 17 2018, 55th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2017. Institute of Electrical and Electronics Engineers Inc., p. 596-603 8 p. (55th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2017; vol. 2018-January).

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

Low-rank Approximation
Dimensionality Reduction
kernel
Approximation algorithms
Feature extraction
2 Citations (Scopus)

Scheduling of EV Battery Swapping-Part II: Distributed Solutions

You, P., Low, S., Zhang, L., Deng, R., Giannakis, G. B., Sun, Y. & Yang, Z., Dec 2018, In : IEEE Transactions on Control of Network Systems. 5, 4, p. 1920-1930 11 p., 8110720.

Research output: Contribution to journalArticle

Power Flow
Electric Vehicle
Battery
Scheduling
Optimal Power Flow

SEMI-BLIND INFERENCE of TOPOLOGIES and SIGNALS over GRAPHS

Ioannidis, V. N., Shen, Y. & Giannakis, G. B., Aug 17 2018, 2018 IEEE Data Science Workshop, DSW 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 165-169 5 p. 8439117. (2018 IEEE Data Science Workshop, DSW 2018 - Proceedings).

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

topology
Topology
Structural Equation Model
Graph in graph theory
Network Topology
4 Citations (Scopus)
37 Downloads (Pure)

Semi-parametric graph kernel-based reconstruction

Ioannidis, V. N., Nikolakopoulos, A. N. & 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., Vol. 2018-January. p. 588-592 5 p.

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

Open Access
File
Signal reconstruction
7 Citations (Scopus)

Sketched subspace clustering

Traganitis, P. A. & Giannakis, G. B., Apr 1 2018, In : IEEE Transactions on Signal Processing. 66, 7, p. 1663-1675 13 p., 8170271.

Research output: Contribution to journalArticle

Processing
Labels
Numerical analysis
Computational complexity

Soft unveiling of communities via egonet tensors

Sheikholeslami, F. & Giannakis, G. B., 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. 980-984 5 p. 8335494. (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

Community Detection
Tensors
Tensor
tensors
Tensor Decomposition