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A hybrid attention-based multimodal and MTL framework with expert knowledge for AD assessment from speech

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This is the source code for the article ''DEMENTIA: A hybrid attention-based multimodal and multi-task learning framework with expert knowledge for Alzheimer’s disease assessment from speech''.

Please start with the dataset.py and models.py.

The data used in this study is provided by the DementiaBank database at https://dementia.talkbank.org. The authors do not have permission to share the data and must send a request following the guidelines given on the data website.

Citation

If you use the code in your research, we would appreciate a citation to the appropriate paper(s):

Zhang, Z., Wang, T., Hu, Z., Yang, L.-Z., and Li, H. DEMENTIA: A hybrid attention-based multimodal and multi-task learning framework with expert knowledge for Alzheimer’s disease assessment from speech. IEEE Journal of Biomedical and Health Informatics. 2024. DOI: 10.1109/JBHI.2024.3509620.

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