Semi-synchronous federated learning for energy-efficient training and accelerated convergence in cross-silo settings D Stripelis, PM Thompson, JL Ambite ACM Transactions on Intelligent Systems and Technology (TIST) 13 (5), 1-29, 2022 | 48* | 2022 |
Mining public datasets for modeling intra-city PM2. 5 concentrations at a fine spatial resolution Y Lin, YY Chiang, F Pan, D Stripelis, JL Ambite, SP Eckel, R Habre Proceedings of the 25th ACM SIGSPATIAL international conference on advances …, 2017 | 45 | 2017 |
Secure neuroimaging analysis using federated learning with homomorphic encryption D Stripelis, H Saleem, T Ghai, N Dhinagar, U Gupta, C Anastasiou, ... 17th International Symposium on Medical Information Processing and Analysis …, 2021 | 41 | 2021 |
Applying multivariate segmentation methods to human activity recognition from wearable sensors’ data K Li, R Habre, H Deng, R Urman, J Morrison, FD Gilliland, JL Ambite, ... JMIR mHealth and uHealth 7 (2), e11201, 2019 | 34 | 2019 |
Membership inference attacks on deep regression models for neuroimaging U Gupta, D Stripelis, PK Lam, P Thompson, JL Ambite, G Ver Steeg Medical Imaging with Deep Learning, 228-251, 2021 | 30 | 2021 |
Scaling neuroscience research using federated learning D Stripelis, JL Ambite, P Lam, P Thompson 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 1191-1195, 2021 | 28 | 2021 |
A scalable data integration and analysis architecture for sensor data of pediatric asthma D Stripelis, JL Ambite, YY Chiang, SP Eckel, R Habre 2017 IEEE 33rd International Conference on Data Engineering (ICDE), 1407-1408, 2017 | 19 | 2017 |
3D convolutional neural networks for classification of Alzheimer’s and Parkinson’s disease with T1-weighted brain MRI NJ Dhinagar, SI Thomopoulos, C Owens-Walton, D Stripelis, JL Ambite, ... 17th International Symposium on Medical Information Processing and Analysis …, 2021 | 14 | 2021 |
Evaluation of transfer learning methods for detecting Alzheimer’s disease with brain MRI NJ Dhinagar, SI Thomopoulos, P Rajagopalan, D Stripelis, JL Ambite, ... 18th International Symposium on Medical Information Processing and Analysis …, 2023 | 12 | 2023 |
Secure federated learning for neuroimaging D Stripelis, U Gupta, H Saleem, N Dhinagar, T Ghai, R Sanchez, ... arXiv preprint arXiv:2205.05249, 2022 | 10 | 2022 |
Accelerating federated learning in heterogeneous data and computational environments D Stripelis, JL Ambite arXiv preprint arXiv:2008.11281, 2020 | 9 | 2020 |
Performance weighting for robust federated learning against corrupted sources D Stripelis, M Abram, JL Ambite arXiv preprint arXiv:2205.01184, 2022 | 7 | 2022 |
Federated progressive sparsification (purge, merge, tune)+ D Stripelis, U Gupta, GV Steeg, JL Ambite arXiv preprint arXiv:2204.12430, 2022 | 6 | 2022 |
Extending apache spark with a mediation layer D Stripelis, C Anastasiou, JL Ambite proceedings of the international workshop on semantic big data, 1-6, 2018 | 4 | 2018 |
Federated Deep Learning for Detecting Alzheimer’s Disease in Multi‐Cohort Brain MRI D Stripelis, NJ Dhinagar, RVS Romero, SI Thomopoulos, PM Thompson, ... Alzheimer's & Dementia 19, e065998, 2023 | 2 | 2023 |
Federated learning over harmonized data silos D Stripelis, JL Ambite International Workshop on Health Intelligence, 27-41, 2023 | 2 | 2023 |
Federated named entity recognition J Mathew, D Stripelis, JL Ambite arXiv preprint arXiv:2203.15101, 2022 | 2 | 2022 |
MR-Cubes: On-The-fly computation of location popularity from check-in data streams G Constantinou, C Anastasiou, D Stripelis, C Shahabi 2019 20th IEEE International Conference on Mobile Data Management (MDM), 27-36, 2019 | 1 | 2019 |
MetisFL: An Embarrassingly Parallelized Controller for Scalable & Efficient Federated Learning Workflows D Stripelis, C Anastasiou, P Toral, A Asghar, JL Ambite Proceedings of the 4th International Workshop on Distributed Machine …, 2023 | | 2023 |
Alzheimer’s Disease Detection with a 3D Convolutional Neural Network using Gray Matter Maps from T1‐weighted Brain MRI NJ Dhinagar, SI Thomopoulos, C Owens‐Walton, D Stripelis, JL Ambite, ... Alzheimer's & Dementia 18, e066446, 2022 | | 2022 |