This cluster of papers focuses on ontology-based healthcare context modeling in a ubiquitous environment. It includes topics such as dietary nutrition recommendation, emergency situation monitoring, topic modeling for medical big data mining, depression risk prediction using deep neural network model, bio-detection for smart health service, and P2P cloud network services for IoT-based disaster situations.