Privacy-preserving federated neural network learning for disease-associated cell classification
Sinem Sav, Jean-Philippe Bossuat, Juan Ramón Troncoso-Pastoriza, Manfred Claassen, Jean‐Pierre Hubaux
Abstract
guarantees patient privacy and ensures data utility for efficient multi-center studies involving complex healthcare data.
Topics & Concepts
Computer scienceHomomorphic encryptionConvolutional neural networkConfidentialityEncryptionInformation privacyArtificial intelligenceMachine learningFederated learningDifferential privacyArtificial neural networkData miningComputer securityPrivacy-Preserving Technologies in DataMachine Learning in HealthcareStochastic Gradient Optimization Techniques