Topology identification and learning over graphs: Accounting for nonlinearities and dynamics GB Giannakis, Y Shen, GV Karanikolas Proceedings of the IEEE 106 (5), 787-807, 2018 | 190 | 2018 |
Multi-kernel based nonlinear models for connectivity identification of brain networks GV Karanikolas, GB Giannakis, K Slavakis, RM Leahy 2016 IEEE International Conference on Acoustics, Speech and Signal …, 2016 | 55 | 2016 |
Ensemble Gaussian processes with spectral features for online interactive learning with scalability Q Lu, G Karanikolas, Y Shen, GB Giannakis International Conference on Artificial Intelligence and Statistics, 1910-1920, 2020 | 40 | 2020 |
Incremental ensemble Gaussian processes Q Lu*, GV Karanikolas*, GB Giannakis IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022 | 23 | 2022 |
Fully automatic segmentation of the right ventricle via Multi-Task deep neural networks L Zhang, GV Karanikolas, M Akçakaya, GB Giannakis 2018 IEEE International Conference on Acoustics, Speech and Signal …, 2018 | 21 | 2018 |
Online Unsupervised Learning Using Ensemble Gaussian Processes with Random Features GV Karanikolas, Q Lu, GB Giannakis ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021 | 8 | 2021 |
Self-driven graph volterra models for higher-order link prediction M Coutino, GV Karanikolas, G Leus, GB Giannakis ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020 | 8 | 2020 |
Multi-kernel change detection for dynamic functional connectivity graphs GV Karanikolas, O Sporns, GB Giannakis 2017 51st Asilomar Conference on Signals, Systems, and Computers, 1555-1559, 2017 | 6 | 2017 |
Identifying directional connections in brain networks via multi-kernel granger models GV Karanikolas, GB Giannakis 2017 IEEE International Conference on Acoustics, Speech and Signal …, 2017 | 5 | 2017 |
Higher-Order Link Prediction Via Learnable Maximum Mean Discrepancy GV Karanikolas, A Pagès-Zamora, GB Giannakis ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 1 | 2023 |
A Bayesian Approach to High-Order Link Prediction GV Karanikolas, A Pagès-Zamora, GB Giannakis ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024 | | 2024 |
Robust Identification of Graph Structure GV Karanikolas, GB Giannakis 2023 IEEE 9th International Workshop on Computational Advances in Multi …, 2023 | | 2023 |
Learning nonlinear functions and graph topologies VG Karanikolas University of Minnesota, 2021 | | 2021 |
Multi-kernel based nonlinear functional connectivity models VG Karanikolas University of Minnesota, 2016 | | 2016 |