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IEEE Transactions on Knowledge and Data Engineering, ISSN 1041-4347, 7/2019, pp. 1 - 1
Node embedding is the task of extracting informative and descriptive features over the nodes of a graph. The importance of node embedding for graph analytics... 
Measurement | SVD | spectral | random walks | Symmetric matrices | Scalability | SVM | Sparse matrices | Task analysis | unsupervised | Feature extraction | Numerical models | multiscale
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 10/2018, Volume 66, Issue 19, pp. 5167 - 5179
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 07/2017, Volume 65, Issue 14, pp. 3688 - 3701
Journal Article
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 03/2019, Volume 67, Issue 5, pp. 1307 - 1321
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 04/2018, Volume 66, Issue 8, pp. 1967 - 1981
Journal Article
2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ISSN 1520-6149, 03/2016, Volume 2016-, pp. 6195 - 6199
In an age of exponentially increasing data generation, performing inference tasks by utilizing the available information in its entirety is not always an... 
Context | Wireless sensor networks | dimensionality reduction | censoring | random projections | Estimation | Kalman filter | Complexity theory | Sensors | Kalman filters | Covariance matrices | tracking | Reduction | Construction | Tasks | Tracking | Effectiveness | Conferences | Electronics | Kalman filtering
Conference Proceeding
2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ISSN 1520-6149, 04/2018, Volume 2018-, pp. 3554 - 3558
Channel gain cartography relies on sensor measurements to construct maps providing the attenuation profile between arbitrary transmitter-receiver locations.... 
Uncertainty | active learning | Hidden Markov models | Markov chain Monte Carlo | Gain measurement | Markov processes | channel gain cartography | Attenuation | radio tomography | Bayes methods | Shadow mapping | Channel gain cartography | Active learning | Radio tomography
Conference Proceeding
Signal Processing, ISSN 0165-1684, 2010, Volume 90, Issue 4, pp. 1300 - 1312
This work addresses the problem of estimating the locations of multiple acoustic sources by a network of distributed energy measuring sensors. The maximum... 
Sensor networks | Received signal strength | Source localization | ALGORITHM | ENGINEERING, ELECTRICAL & ELECTRONIC | Networks | Algorithms | Mathematical analysis | Cost function | Mathematical models | Acoustic sources | Optimization | Complexity
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 03/2018, Volume 66, Issue 6, pp. 1634 - 1648
The deluge of networked data motivates the development of algorithms for computation-and communication-efficient information processing. In this context, three... 
networks | data-adaptive censoring | recursive least-squares (RLS) | Decentralized estimation | BIG DATA | WIRELESS SENSOR NETWORKS | SQUARES | DISTRIBUTED DETECTION | ENGINEERING, ELECTRICAL & ELECTRONIC
Journal Article
2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ISSN 1520-6149, 04/2018, Volume 2018-, pp. 2811 - 2815
The present work introduces methods for sampling and inference for the purpose of semi-supervised classification over the nodes of a graph. The graph may be... 
Coherence | Sampling on Graphs | Semi-Supervised Learning | Teleportation | Semisupervised learning | Random Walks | PageRank | Complexity theory | Iterative methods | Task analysis | Seed Set Expansion | Tuning
Conference Proceeding
2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ISSN 1520-6149, 03/2016, Volume 2016-, pp. 6185 - 6189
Big data applications demand efficient solvers capable of providing accurate solutions to large-scale problems at affordable computational costs. Processing... 
adaptive data selection | Linear regression | Approximation algorithms | Prediction algorithms | Big data | Computational efficiency | stochastic approximation | Acceleration | Convergence | online learning | Algorithms | Computer simulation | Computation | Mathematical analysis | Regression | Electronics | Online
Conference Proceeding
2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ISSN 1520-6149, 04/2015, Volume 2015-, pp. 5793 - 5797
In this paper, the parameter estimation problem based on diffusion least mean squares strategies is studied from a coalitional game theoretical perspective.... 
Parameter estimation | Noise | Merging | NTU game | Estimation | coalitional game theory | Adaptive distributed networks | diffusion algorithm | node-specific parameter estimation | Games | Lead | Peer-to-peer computing | cooperation | Conferences | Strategy | Formations | Associations | Diffusion | Game theory
Conference Proceeding
IEEE Transactions on Signal Processing, ISSN 1053-587X, 01/2010, Volume 58, Issue 1, pp. 426 - 437
Journal Article
01/2015, ISBN 9781339214672
In an age of exponentially increasing data availability, performing inference tasks by utilizing the available information in its entirety is not always an... 
Electrical engineering
Dissertation
IEEE Transactions on Signal and Information Processing over Networks, ISSN 2373-776X, 06/2017, Volume 3, Issue 2, pp. 416 - 429
In this paper, the parameter estimation problem based on diffusion least-mean-squares strategies is analyzed from a coalitional game theoretical perspective.... 
Adaptation models | Parameter estimation | Adaptive systems | diffusion | NTU game | Estimation | coalitional game theory | Game theory | core | LMS | Adaptive distributed networks | Games | Information processing | graph game | node-specific parameter estimation (NSPE) | cooperation | DIFFUSION LMS | NETWORKS | TELECOMMUNICATIONS | STRATEGIES | ENGINEERING, ELECTRICAL & ELECTRONIC | ADAPTATION
Journal Article
EURASIP Journal on Wireless Communications and Networking, ISSN 1687-1472, 12/2006, Volume 2006, Issue 1, pp. 1 - 12
Journal Article
2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), ISSN 1520-6149, 04/2015, Volume 2015-, pp. 5475 - 5479
Albeit being in the big data era, a significant percentage of data accrued can be overlooked while maintaining reasonable quality of statistical inference at... 
Algorithm design and analysis | Estimation | Exchanging | Algorithms | Effectiveness | Computer simulation | Conferences | Least squares method | Speech | Regression analysis
Conference Proceeding
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