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Analyzing hierarchical multi-view MRI data with StaPLR: An application to Alzheimer's disease classification. (arXiv:2108.05761v3 [stat.ME] UPDATED)
April 27, 2022, 1:12 a.m. | Wouter van Loon, Frank de Vos, Marjolein Fokkema, Botond Szabo, Marisa Koini, Reinhold Schmidt, Mark de Rooij
cs.LG updates on arXiv.org arxiv.org
Multi-view data refers to a setting where features are divided into feature
sets, for example because they correspond to different sources. Stacked
penalized logistic regression (StaPLR) is a recently introduced method that can
be used for classification and automatically selecting the views that are most
important for prediction. We introduce an extension of this method to a setting
where the data has a hierarchical multi-view structure. We also introduce a new
view importance measure for StaPLR, which allows us to …
alzheimer's application arxiv classification data disease hierarchical
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