Call for Papers

ARIAL@IJCAI19 will be held in Macao, China. In this workshop, we invite previously unpublished and novel submissions in the following areas, but not limited to:

• Methods and protocols for data collection, data annotation, and data labeling with older adult populations .
• Techniques for continuous streaming, monitoring and analysis of health, activity, contextual, and online data for older adults.
• Techniques for handling data biases and developing interpretable, explainable and ethical AI models.
• Methodologies for big data, large-scale data mining, including cloud computing.
• Data analytics and visualization techniques for healthcare data.
• ML techniques to identify harmful, life-threatening, abnormal behaviours and coping with rare events in health care.
• ML methods for measuring health indicators, progression of physical and cognitive health, e.g. frailty, dementia, mental health, gait stability, etc.
• Data mining challenges such as handling missing information, dealing with mixed, imbalanced and noisy data.
• Ontology design to capture age related impairments and possible counter-actions.
• ML approaches for data fusion from multi-modal sensor interaction and ensemble algorithm development.
• Multi-agent models to capture interaction between patients, caregivers and family to provide assistance.
• Probabilistic and Case-based reasoning to provide assistance.
• Using Deep Learning solutions for supporting assistive technology devices and facilitate transfer learning.
• Developing smart agents to understand sentiments of the client for providing focussed care.
• Developing smart-home solutions and interventions for connecting and engaging older adults with the environment.
• Models that use Speech recognition and dialog based interaction with older adults.