Pervasive Healthcare: Privacy and Security in Data Annotation

Novel pervasive healthcare solutions often require extensive labeled data, both to train activity, behavior, and symptom detection systems, and to monitor the reliability of the system. The annotation process can be intrusive for participants and raise significant privacy and security issues. We discuss these challenges and identify mitigations.