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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 l...

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_cf018b37d14c4dbc9f8f24dc45d26ce6

A generative-discriminative framework that integrates imaging, genetic, and diagnosis into coupled low dimensional space

About this item

Full title

A generative-discriminative framework that integrates imaging, genetic, and diagnosis into coupled low dimensional space

Publisher

Amsterdam: Elsevier Inc

Journal title

NeuroImage (Orlando, Fla.), 2021-09, Vol.238, p.118200-118200, Article 118200

Language

English

Formats

Publication information

Publisher

Amsterdam: Elsevier Inc

More information

Scope and Contents

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...

Alternative Titles

Full title

A generative-discriminative framework that integrates imaging, genetic, and diagnosis into coupled low dimensional space

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_cf018b37d14c4dbc9f8f24dc45d26ce6

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_cf018b37d14c4dbc9f8f24dc45d26ce6

Other Identifiers

ISSN

1053-8119

E-ISSN

1095-9572

DOI

10.1016/j.neuroimage.2021.118200

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