federated_pca

Differential PCA

An algorithm for performing dimensionality reduction on decentralized data with differential privacy guarantees

Federated Principal Component Analysis Revisited!

GitHub

39 stars
3 watching
8 forks
Language: MATLAB
last commit: about 3 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