A generative-discriminative framework that integrates imaging, genetic, and diagnosis into coupled l...
A generative-discriminative framework that integrates imaging, genetic, and diagnosis into coupled low dimensional space
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Publisher
Amsterdam: Elsevier Inc
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Language
English
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Amsterdam: Elsevier Inc
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Contents
We propose a novel optimization framework that integrates imaging and genetics data for simultaneous biomarker identification and disease classification. The generative component of our model uses a dictionary learning framework to project the imaging and genetic data into a shared low dimensional space. We have coupled both the data modalities by...
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Full title
A generative-discriminative framework that integrates imaging, genetic, and diagnosis into coupled low dimensional space
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TN_cdi_doaj_primary_oai_doaj_org_article_cf018b37d14c4dbc9f8f24dc45d26ce6
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https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_cf018b37d14c4dbc9f8f24dc45d26ce6
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ISSN
1053-8119
E-ISSN
1095-9572
DOI
10.1016/j.neuroimage.2021.118200