federated_pca
Differential PCA
An algorithm for performing dimensionality reduction on decentralized data with differential privacy guarantees
Federated Principal Component Analysis Revisited!
39 stars
3 watching
8 forks
Language: MATLAB
last commit: about 4 years ago decentralizeddifferential-privacydimensionality-reductionfederated-learningfederated-pcaonline-learningpcaperturbation-maskprincipal-componentsstreamingstreaming-algorithmssubspace-tracking
Related projects:
| Repository | Description | Stars |
|---|---|---|
 ymjs-irfan/dp-fedsam | This repository provides an implementation of a differentially private federated learning algorithm designed to improve the robustness and performance of federated machine learning systems. | 42 |
 abhimanyudubey/private_federated_linear_bandits | An implementation of differentially private federated linear bandits algorithm for decentralized decision-making in multiple agents | 5 |
 maxencenoble/differential-privacy-for-heterogeneous-federated-learning | An algorithm for balancing utility and privacy in federated learning on heterogeneous data | 59 |
 dlaptev/robustpca | A Matlab implementation of Robust Principal Component Analysis (PCA) with an ADMM optimization method for matrix factorization. | 199 |
 mljs/pca | Tool for reducing dimensionality of data by identifying and preserving the most informative directions. | 98 |
 alshedivat/fedpa | A modular JAX implementation of federated learning via posterior averaging for decentralized optimization | 50 |
 xiyuanyang45/dynamicpfl | A method for personalizing machine learning models in federated learning settings with adaptive differential privacy to improve performance and robustness | 57 |
 shams-sam/fedoptim | An open-source project exploring Federated Learning model updates and their rank structure using data from various datasets. | 14 |
 lyn1874/fedpvr | An implementation of a federated learning algorithm for handling heterogeneous data | 6 |
 divyansh03/fedexp | An implementation of a federated averaging algorithm with an extrapolation approach to speed up distributed machine learning training on client-held data. | 9 |
 debcaldarola/fedsam | Improving generalization in federated learning by seeking flat minima through optimization techniques | 82 |
 helloyaozhang/face-recognition-using-pca | An implementation of Principal Components Analysis algorithm in MATLAB for facial recognition | 56 |
 sap-samples/machine-learning-diff-private-federated-learning | Simulates a federated learning setting to preserve individual data privacy | 365 |
 mc-nya/fednest | An implementation of a federated optimization algorithm for distributed machine learning | 6 |
 dcalab-unipv/turning-privacy-preserving-mechanisms-against-federated-learning | This project presents an attack on federated learning systems to compromise their privacy-preserving mechanisms. | 8 |