Call for Papers
ARIAL@IJCAI21 will be held virtually in Montreal, Canada. In this workshop, we invite previously unpublished and novel submissions in the following areas, but not limited to: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 .
Development and deployment of long term sensor based monitoring systems.
Techniques for telerehabilitation, telemedicine and remote monitoring.
Video Analysis to explore patient engagement, therapy compliance, exercise monitoring, body pose estimations, successful delivery of rehab.
Addressing privacy concerns of patient data, such as by using privacy protecting sensing modalities, federated learning and differential privacy.
Techniques for continuous streaming, monitoring and analysis of health, activity, contextual, and online data for older adults.
Techniques for handling data biases, and other biases related to sex, gender, ethnicity and age.
Developing interpretable, explainable and ethical AI models for aging population.
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.
Data mining challenges such as handling missing information, dealing with mixed, imbalanced, poorly labeled and noisy data.
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 facilitating 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 Smart Technology, Speech recognition and dialog based interaction with older adults to handle social isolation.