Abstract
Dementia is a collection of symptoms associated with impaired cognition and impedes everyday normal functioning. Dementia, with Alzheimer’s disease constituting its most common type, is highly complex in terms of etiology and pathophysiology. A more quantitative or computational attitude towards dementia research, or more generally in neurology, is becoming necessary – Computational Neurology. We provide a focused review of some computational approaches that have been developed and applied to the study of dementia, particularly Alzheimer’s disease. Both mechanistic modeling and data-driven, including AI or machine learning, approaches are discussed. Linkage to clinical decision support systems for dementia diagnosis will also be discussed.
| Original language | English |
|---|---|
| Title of host publication | Systems Medicine: Integrative, Qualitative and Computational Approaches |
| Editors | Olaf Wolkenhauer |
| Publisher | Elsevier Inc. |
| Pages | 81-89 |
| Number of pages | 9 |
| Volume | 2 |
| Edition | 1 |
| ISBN (Electronic) | 9780128160787 |
| ISBN (Print) | 9780128160770 |
| Publication status | Published (in print/issue) - 24 Aug 2020 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
Fingerprint
Dive into the research topics of 'Computational Neurology: Computational Modeling Approaches in Dementia'. Together they form a unique fingerprint.Student theses
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Computational modelling of decision uncertainty
Atiya, N. A. A. (Author), Wong-Lin, K. (Supervisor) & Prasad, G. (Supervisor), Oct 2019Student thesis: Doctoral Thesis
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Integrative biology and stratification of dementia
Kaur, D. P. (Author), Bucholc, M. (Supervisor), Mc Clean, P. (Supervisor) & Wong-Lin, K. (Supervisor), Nov 2021Student thesis: Doctoral Thesis
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Practical machine learning approaches for decision support in dementia diagnosis
McCombe, N. (Author), Wong-Lin, K. (Supervisor), McClean, P. (Supervisor), Prasad, G. (Supervisor) & Ding, X. (Supervisor), Feb 2023Student thesis: Doctoral Thesis
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