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An Artificial Intelligence-Based Reactive Health Care System for Emotion Detections
Gouse Baig Mohammad1, Sirisha Potluri2, Ashwani Kumar3
1Department of Computer Science and Engineering, Vardhaman College of Engineering, Hyderabad, India.
Computational Intelligence and Neuroscience
|May 31, 2022
Summary
This study introduces an AI system to detect patient emotions from remote healthcare data. The technology effectively classifies emotions, enhancing connected healthcare systems and patient-user bonds.
Area of Science:
- Artificial Intelligence in Healthcare
- Machine Learning Applications
- Wearable Technology
Background:
- Remote monitoring technologies are crucial for modern healthcare delivery.
- Public perception of connected healthcare is influenced by factors like patient-user bonds.
- Understanding patient emotions in remote healthcare is vital for practitioners.
Purpose of the Study:
- To develop an AI-based classification system for detecting emotions from remote healthcare data.
- To improve the integration and acceptance of wearable technology in healthcare.
- To investigate the influence of patient emotional responses on connected healthcare systems.
Main Methods:
- Utilized artificial intelligence (AI) for emotion detection.
- Employed metaheuristic feature selection techniques.
- Implemented machine learning classification algorithms.
- The model involved preprocessing, feature selection, and classification stages.
Main Results:
- The proposed AI model demonstrated effectiveness in classifying emotions from input datasets.
- The system outperformed existing methods in emotion classification accuracy.
- Simulations confirmed the model's efficacy across various dataset features.
Conclusions:
- The developed AI classification system is effective for emotion detection in remote healthcare.
- This technology can enhance patient-user engagement with connected healthcare systems.
- The findings support the advancement of AI in improving patient experiences with remote monitoring.
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