| Ensemble Gaussian processes for online learning over graphs with adaptivity and scalability KD Polyzos, Q Lu, GB Giannakis IEEE Transactions on Signal Processing 70, 17-30, 2021 | 27 | 2021 |
| Surrogate modeling for Bayesian optimization beyond a single Gaussian process Q Lu*, KD Polyzos*, B Li, GB Giannakis IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023 | 26 | 2023 |
| Graph-adaptive incremental learning using an ensemble of Gaussian process experts KD Polyzos, Q Lu, GB Giannakis ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021 | 16 | 2021 |
| New BEM/BEM and BEM/FEM scalar potential formulations for magnetostatic problems DC Rodopoulos, TV Gortsas, K Polyzos, SV Tsinopoulos Engineering Analysis with Boundary Elements 106, 160-169, 2019 | 12 | 2019 |
| Bayesian optimization with ensemble learning models and adaptive expected improvement KD Polyzos, Q Lu, GB Giannakis ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 10 | 2023 |
| Weighted ensembles for active learning with adaptivity KD Polyzos, Q Lu, GB Giannakis arXiv preprint arXiv:2206.05009, 2022 | 10 | 2022 |
| Online graph-guided inference using ensemble gaussian processes of egonet features KD Polyzos, Q Lu, GB Giannakis 2021 55th Asilomar Conference on Signals, Systems, and Computers, 182-186, 2021 | 9 | 2021 |
| Active sampling over graphs for Bayesian reconstruction with Gaussian ensembles KD Polyzos, Q Lu, GB Giannakis 2022 56th Asilomar Conference on Signals, Systems, and Computers, 58-64, 2022 | 8 | 2022 |
| On-policy reinforcement learning via ensemble Gaussian processes with application to resource allocation KD Polyzos, Q Lu, A Sadeghi, GB Giannakis 2021 55th Asilomar Conference on Signals, Systems, and Computers, 1018-1022, 2021 | 8 | 2021 |
| Unveiling anomalous edges and nominal connectivity of attributed networks KD Polyzos, C Mavromatis, VN Ioannidis, GB Giannakis 2020 54th Asilomar Conference on Signals, Systems, and Computers, 726-730, 2020 | 6 | 2020 |
| Solving the inverse kinematics of robotic arm using autoencoders KD Polyzos, PP Groumpos, E Dermatas Conference on Creativity in Intelligent Technologies and Data Science, 288-298, 2019 | 6 | 2019 |
| 3d reconstruction in noisy agricultural environments: A bayesian optimization perspective for view planning A Bacharis, KD Polyzos, HJ Nelson, GB Giannakis, N Papanikolopoulos arXiv preprint arXiv:2310.00145, 2023 | 4 | 2023 |
| Physics-informed transfer learning for voltage stability margin prediction MK Singh, KD Polyzos, PA Traganitis, SV Dhople, GB Giannakis ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 4 | 2023 |
| Gaussian process dynamical modeling for adaptive inference over graphs Q Lu, KD Polyzos ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 3 | 2023 |
| Bayesian self-supervised learning using local and global graph information KD Polyzos, A Sadeghi, GB Giannakis 2023 IEEE 9th International Workshop on Computational Advances in Multi …, 2023 | 2 | 2023 |
| Gaussian process-based active learning for efficient cardiovascular disease inference SC Tassi, KD Polyzos, DI Fotiadis, AI Sakellarios 2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM …, 2023 | 2 | 2023 |
| Weighted Ensembles for Adaptive Active Learning KD Polyzos, Q Lu, GB Giannakis IEEE Transactions on Signal Processing, 2024 | 1 | 2024 |
| Real-Time detection, classification and DOA estimation of Unmanned Aerial Vehicle K Polyzos, E Dermatas arXiv preprint arXiv:1902.11130, 2019 | 1 | 2019 |
| Bayesian Active Learning for Sample Efficient 5G Radio Map Reconstruction KD Polyzos, A Sadeghi, W Ye, S Sleder, K Houssou, J Calder, ZL Zhang, ... IEEE Transactions on Wireless Communications, 2024 | | 2024 |
| Ensembles of Informative Representations for Self-Supervised Learning KD Polyzos, PA Traganitis, MK Singh, GB Giannakis 2024 IEEE 34th International Workshop on Machine Learning for Signal …, 2024 | | 2024 |
Georgios B. GiannakisMcKnight Presidential Chair in ECE Dept., University of MinnesotaZweryfikowany adres z umn.edu