Interpretable Dementia Prediction

Sophie Martin
Last updated on Nov 4, 2024
Image taken from [1].

Developing a generalisable and interpretable framework for dementia prediction.

[1] Rob Matherson, “Model predicts cognitive decline due to Alzheimer’s, up to two years out” MIT News Office (2019) https://news.mit.edu/2019/model-predicts-alzheimers-decline-0802

Machine Learning Deep Learning Interpretable AI Neuroimaging Dementia
Sophie Martin
Sophie Martin
PhD Student

My research interests include neuroimaging, artificial intelligence and interpretability.

Publications

Interpretable Alzheimer’s Disease Classification Via a Contrastive Diffusion Autoencoder
A diffusion autoencoder coupled with a contrastive loss is used to produce accurate and interpretable MR image classifications of Alzheimer’s Disease.
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Interpretable deep learning for dementia: a systematic review
Introduction. Machine learning research into automated dementia diagnosis is becoming increasingly popular but so far has had limited …
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