Ordinal SuStaIn: Subtype and Stage Inference for Clinical Scores, Visual Ratings, and Other Ordinal Data

Ordinal SuStaIn: Subtype and Stage Inference for Clinical Scores, Visual Ratings, and Other Ordinal Data

Subtype and Stage Inference (SuStaIn) is an unsupervised learning algorithm that uniquely enables the identification of subgroups of individuals with distinct pseudo-temporal disease progression patterns from cross-sectional datasets. SuStaIn has been used to identify data-driven subgroups and perfo...

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Bibliographic Details
Main Authors: Alexandra L. Young, Jacob W. Vogel, Leon M. Aksman, Peter A. Wijeratne, Arman Eshaghi, Neil P. Oxtoby, Steven C. R. Williams, Daniel C. Alexander, for the Alzheimer’s Disease Neuroimaging Initiative
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-08-01
Series:Frontiers in Artificial Intelligence
Subjects:
subtyping
staging
Alzheimer’s disease
disease progression modelling
ordinal data
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2021.613261/full

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https://www.frontiersin.org/articles/10.3389/frai.2021.613261/full

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