Learning about social learning in MOOCs: From statistical analysis to generative model CG Brinton, M Chiang, S Jain, H Lam, Z Liu, FMF Wong IEEE transactions on Learning Technologies 7 (4), 346-359, 2014 | 364 | 2014 |
Fast-convergent federated learning HT Nguyen, V Sehwag, S Hosseinalipour, CG Brinton, M Chiang, ... IEEE Journal on Selected Areas in Communications 39 (1), 201-218, 2020 | 236 | 2020 |
MOOC performance prediction via clickstream data and social learning networks CG Brinton, M Chiang 2015 IEEE conference on computer communications (INFOCOM), 2299-2307, 2015 | 216 | 2015 |
Behavior-based grade prediction for MOOCs via time series neural networks TY Yang, CG Brinton, C Joe-Wong, M Chiang IEEE Journal of Selected Topics in Signal Processing 11 (5), 716-728, 2017 | 189 | 2017 |
From federated to fog learning: Distributed machine learning over heterogeneous wireless networks S Hosseinalipour, CG Brinton, V Aggarwal, H Dai, M Chiang IEEE Communications Magazine 58 (12), 41-47, 2020 | 178 | 2020 |
Mining MOOC clickstreams: Video-watching behavior vs. in-video quiz performance CG Brinton, S Buccapatnam, M Chiang, HV Poor IEEE Transactions on Signal Processing 64 (14), 3677-3692, 2016 | 154* | 2016 |
Device sampling for heterogeneous federated learning: Theory, algorithms, and implementation S Wang, M Lee, S Hosseinalipour, R Morabito, M Chiang, CG Brinton IEEE INFOCOM 2021-IEEE Conference on Computer Communications, 1-10, 2021 | 124 | 2021 |
Network-aware optimization of distributed learning for fog computing S Wang, Y Ruan, Y Tu, S Wagle, CG Brinton, C Joe-Wong IEEE/ACM Transactions on Networking 29 (5), 2019-2032, 2021 | 121* | 2021 |
Semi-decentralized federated learning with cooperative D2D local model aggregations FPC Lin, S Hosseinalipour, SS Azam, CG Brinton, N Michelusi IEEE Journal on Selected Areas in Communications 39 (12), 3851-3869, 2021 | 117 | 2021 |
Individualization for education at scale: MIIC design and preliminary evaluation CG Brinton, R Rill, S Ha, M Chiang, R Smith, W Ju IEEE Transactions on Learning Technologies 8 (1), 136-148, 2014 | 115 | 2014 |
Multi-stage hybrid federated learning over large-scale D2D-enabled fog networks S Hosseinalipour, SS Azam, CG Brinton, N Michelusi, V Aggarwal, ... IEEE/ACM transactions on networking 30 (4), 1569-1584, 2022 | 114 | 2022 |
Early detection prediction of learning outcomes in online short-courses via learning behaviors W Chen, CG Brinton, D Cao, A Mason-Singh, C Lu, M Chiang IEEE Transactions on Learning Technologies 12 (1), 44-58, 2018 | 79 | 2018 |
On the viability of a cloud virtual service provider L Zheng, C Joe-Wong, CG Brinton, CW Tan, S Ha, M Chiang ACM SIGMETRICS Performance Evaluation Review 44 (1), 235-248, 2016 | 70 | 2016 |
Decentralized federated learning: A survey and perspective L Yuan, Z Wang, L Sun, PS Yu, CG Brinton IEEE Internet of Things Journal, 2024 | 65 | 2024 |
Federated learning for connected and automated vehicles: A survey of existing approaches and challenges VP Chellapandi, L Yuan, CG Brinton, SH Zak, Z Wang IEEE Transactions on Intelligent Vehicles, 2023 | 60 | 2023 |
Behavior-Based Latent Variable Model for Learner Engagement. AS Lan, CG Brinton, TY Yang, M Chiang International Educational Data Mining Society, 2017 | 53 | 2017 |
Social learning networks: A brief survey CG Brinton, M Chiang 2014 48th Annual Conference on Information Sciences and Systems (CISS), 1-6, 2014 | 52 | 2014 |
Latency optimization for blockchain-empowered federated learning in multi-server edge computing DC Nguyen, S Hosseinalipour, DJ Love, PN Pathirana, CG Brinton IEEE Journal on Selected Areas in Communications 40 (12), 3373-3390, 2022 | 51 | 2022 |
Personalized thread recommendation for MOOC discussion forums AS Lan, JC Spencer, Z Chen, CG Brinton, M Chiang Machine Learning and Knowledge Discovery in Databases: European Conference …, 2019 | 45 | 2019 |
UAV-assisted online machine learning over multi-tiered networks: A hierarchical nested personalized federated learning approach S Wang, S Hosseinalipour, M Gorlatova, CG Brinton, M Chiang IEEE Transactions on Network and Service Management 20 (2), 1847-1865, 2022 | 44 | 2022 |