Enhancing the Prediction of Episodes of Aggression in Patients with Dementia Using Audio-Based Detection: A Multimodal Late Fusion Approach with a Meta-Classifier

Enhancing the Prediction of Episodes of Aggression in Patients with Dementia Using Audio-Based Detection: A Multimodal Late Fusion Approach with a Meta-Classifier

This study presents an enhancement in the prediction of aggressive outbursts in dementia patients from our previous work, by integrating audio-based violence detection into our previous visual-based aggressive body movement detections. By combining audio and visual information, we aim to further enh...

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Bibliographic Details
Main Authors: Ioannis Galanakis, Rigas Filippos Soldatos, Nikitas Karanikolas, Athanasios Voulodimos, Ioannis Voyiatzis, Maria Samarakou
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Applied Sciences
Subjects:
machine learning
multimodal analysis
late fusion
meta-classifier
dementia
aggressive outbursts
Online Access:https://www.mdpi.com/2076-3417/15/10/5351
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