Georgios B. Giannakis

1. Distributed Sparse Linear Regression
   2010/07/08 by Gonzalo Mateos, Juan Andrés Bazerque, Georgios B. Giannakis · 19 citations
   Computer Science · Engineering · Mathematics · #Distributed Sensor Networks and Detection Algorithms #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference
2. LAG: Lazily Aggregated Gradient for Communication-Efficient Distributed Learning
   2018/05/24 by Tianyi Chen, Chen, Tianyi, Georgios B. Giannakis +5 · 21 citations
   Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques
3. Solving Systems of Random Quadratic Equations via Truncated Amplitude Flow
   2016/05/26 by Gang Wang, Wang, Gang, Georgios B. Giannakis +3 · 8 citations
   Engineering · Medicine · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Medical Imaging Techniques and Applications #Model Reduction and Neural Networks #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques
4. Surrogate modeling for Bayesian optimization beyond a single Gaussian process
   2022/05/27 by Qin Lu, Konstantinos D. Polyzos, Lu, Qin +5 · 7 citations
   Computer Science · Decision Sciences · #Advanced Multi-Objective Optimization Algorithms #Gaussian Processes and Bayesian Inference #Advanced Bandit Algorithms Research
5. Enhancing Sharpness-Aware Optimization Through Variance Suppression
   2023/09/27 by Bingcong Li, Li, Bingcong, Georgios B. Giannakis +1 · 9 citations
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
6. Nonparametric Basis Pursuit via Sparse Kernel-based Learning
   2013/02/21 by Juan Andrés Bazerque, Georgios B. Giannakis, Bazerque, Juan Andres +1 · 3 citations
   Engineering · #Sparse and Compressive Sensing Techniques #Ultrasonics and Acoustic Wave Propagation #Microwave Imaging and Scattering Analysis
7. Two-Timescale Voltage Control in Distribution Grids Using Deep Reinforcement Learning
   2019/04/19 by Qiuling Yang, Gang Wang, Yang, Qiuling +7 · 5 citations
   Engineering · #FOS: Electrical engineering #Microgrid Control and Optimization #Optimal Power Flow Distribution #Smart Grid Energy Management #Systems and Control (eess.SY) #electronic engineering #information engineering
8. Random Feature-based Online Multi-kernel Learning in Environments with Unknown Dynamics
   2017/12/28 by Yanning Shen, Tianyi Chen, Shen, Yanning +3 · 3 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM
9. On the Convergence of SARAH and Beyond
   2019/06/05 by Bingcong Li, Meng Ma, Li, Bingcong +3 · 4 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
10. Communication-Efficient Distributed Learning via Lazily Aggregated Quantized Gradients
    2019/09/17 by Jun Sun, Tianyi Chen, Sun, Jun +5 · 4 citations
    Computer Science · Engineering · #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
11. Bayesian Optimization for Online Management in Dynamic Mobile Edge Computing
    2022/11/16 by Yan Jia, Yan, Jia, Qin Lu +3 · 2 citations
    Computer Science · Decision Sciences · Engineering · #IoT and Edge/Fog Computing #Advanced Bandit Algorithms Research #Energy Harvesting in Wireless Networks
12. Scalable Electric Vehicle Charging Protocols
    2015/10/01 by Liang Zhang, Vassilis Kekatos, Zhang, Liang +3 · 1 citation
    Engineering · #Advanced Battery Technologies Research #Electric Vehicles and Infrastructure #Energy Harvesting in Wireless Networks #FOS: Mathematics #Optimization and Control (math.OC)
13. GraphSAC: Detecting anomalies in large-scale graphs
    2019/10/21 by Vassilis N. Ioannidis, Ioannidis, Vassilis N., Dimitris Berberidis +3 · 1 citation
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Anomaly Detection Techniques and Applications #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
14. Efficient and Stable Graph Scattering Transforms via Pruning
    2020/01/27 by Vassilis N. Ioannidis, Siheng Chen, Ioannidis, Vassilis N. +3 · 1 citation
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Graph Theory and Algorithms
15. On the estimation of the K parameter for the Rice fading distribution
    2001/03/01 by Ali A. Abdi, Cihan Tepedelenlioğlu, M. Kaveh +1 · 2 citations
    Computer Science · Engineering · #Advanced Wireless Communication Techniques #Bayesian Methods and Mixture Models #Wireless Communication Networks Research
16. Heavy Ball Momentum for Conditional Gradient
    2021/10/08 by Bingcong Li, Alireza Sadeghi, Li, Bingcong +3 · 1 citation
    Mathematics · Engineering · #Gas Dynamics and Kinetic Theory #Sports Dynamics and Biomechanics #Spacecraft Dynamics and Control
17. Rank-Adaptive Matrix-Free Atomic Quantum State Tomography
    2026/07/21 by Amirhossein Taherpour, Alireza Sadeghi, Georgios B. Giannakis
    #quant-ph #eess.SP