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Multimodal Protocol for Assessing Metacognition and Self-Regulation in Adults with Learning Difficulties

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Towards A Self Adaptive System for Social Wellness.

Asad Masood Khattak¹, Wajahat Ali Khan², Zeeshan Pervez³

¹College of Technological Innovation, Zayed University, 144-534 Abu Dhabi, UAE. asad.khattak@zu.ac.ae.

Sensors (Basel, Switzerland)

|April 19, 2016

Summary

This study introduces an innovative service using smartphone-recognized daily activities to provide personalized health and lifestyle recommendations for the elderly. The system improves health status by aligning dietary intake with activity information.

Keywords:

activity recognition change management decision support system service recommendation u-healthcare

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Area of Science:

Gerontology
Health Informatics
Artificial Intelligence

Background:

Growing need for personalized healthcare and lifestyle services, especially for the elderly.
Requirement for patient daily life activity recognition, profile information, and personal experiences for effective recommendations.

Purpose of the Study:

To improve the general health and life status of the elderly.
To dynamically provision personalized healthcare and life-care services based on recognized daily activities.

Main Methods:

Utilizing smartphone-based daily life activity recognition.
Employing an ontology-based approach to model activities and patient profiles.
Leveraging semantic context and inference mechanisms for situation analysis and recommendations.

Main Results:

The proposed system demonstrated higher accuracy compared to existing systems.
Experimental results show encouraging performance in dynamic knowledge-base support.
The system effectively provides personalized nutrition and activity-related service recommendations.

Conclusions:

The ontology-based system effectively supports dynamic knowledge bases and personalized recommendations for elderly care.
This approach enhances elderly health and life status through tailored service provisioning.
The system offers a promising solution for personalized health and lifestyle management.