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Christopher G. Brinton
Christopher G. Brinton
Elmore Associate Professor of ECE, Purdue University
Verified email at purdue.edu - Homepage
Title
Cited by
Cited by
Year
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
3662014
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
2402020
MOOC performance prediction via clickstream data and social learning networks
CG Brinton, M Chiang
2015 IEEE conference on computer communications (INFOCOM), 2299-2307, 2015
2162015
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
1902017
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
1782020
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
157*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
1222021
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
1182021
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
1152022
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
1152014
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
802018
Decentralized federated learning: A survey and perspective
L Yuan, Z Wang, L Sun, PS Yu, CG Brinton
IEEE Internet of Things Journal, 2024
702024
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
702016
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
642023
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
552022
Behavior-Based Latent Variable Model for Learner Engagement.
AS Lan, CG Brinton, TY Yang, M Chiang
International Educational Data Mining Society, 2017
532017
Social learning networks: A brief survey
CG Brinton, M Chiang
2014 48th Annual Conference on Information Sciences and Systems (CISS), 1-6, 2014
522014
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
452019
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
442022
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