DEMENTIA: A Hybrid Attention-Based Multimodal and Multi-Task Learning Framework With Expert Knowledge for Alzheimer's Disease Assessment From Speech

The prevalence of Alzheimer's disease (AD) is rising annually, imposing a severe burden on patients and society. Therefore, assisted AD assessment is crucial. The decline in language function and the cognitive impairment it reflects are key external manifestations of AD. Many studies have utili...

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Veröffentlicht in:	IEEE journal of biomedical and health informatics 2024-12, p.1-12
Hauptverfasser:	Zhang, Zhenglin, Wang, Tengfei, Hu, Zian, Yang, Li-Zhuang, Li, Hai
Format:	Artikel
Sprache:	eng
Schlagworte:	Accuracy Acoustics Alzheimer's disease Artificial intelligence Bioinformatics Context modeling Diseases expert knowledge Feature extraction Hands hybrid attention Linguistics multi-task learning multimodal fusion Multitasking speech analysis
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