onr:"swepub:oai:DiVA.org:umu-164661"
Search: onr:"swepub:oai:DiVA.org:umu-164661" > Network Regularizat...
- 1 of 1
- Previous record
- Next record
- To hitlist
- Guigui, N. (author)
Network Regularization in Imaging Genetics Improves Prediction Performances and Model Interpretability on Alzheimer’s Disease
- Article/chapterEnglish2019
Publisher, publication year, extent ...
- IEEE,2019
- printrdacarrier
Numbers
- LIBRIS-ID:oai:DiVA.org:umu-164661
- https://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-164661URI
- https://doi.org/10.1109/ISBI.2019.8759593DOI
Supplementary language notes
- Language:English
- Summary in:English
Part of subdatabase
- SwePubSwePub
Classification
Notes
- Imaging genetics is a growing popular research avenue which aims to find genetic variants associated with quantitative phenotypes that characterize a disease. In this work, we combine structural MRI with genetic data structured by prior knowledge of interactions in a Canonical Correlation Analysis (CCA) model with graph regularization. This results in improved prediction performance and yields a more interpretable model.
Subject headings and genre
- MEDICIN OCH HÄLSOVETENSKAP Klinisk medicin Radiologi och bildbehandling hsv//swe
- MEDICAL AND HEALTH SCIENCES Clinical Medicine Radiology, Nuclear Medicine and Medical Imaging hsv//eng
- Imaging genetics
- Networks
- Structured constraints
- Generalized Canonical Correlation Analysis
Added entries (persons, corporate bodies, meetings, titles ...)
- Philippe, C. (author)
- Gloaguen, A. (author)
- Karkar, S. (author)
- Guillemot, V. (author)
- Löfstedt, TommyUmeå universitet,Radiofysik(Swepub:umu)toklot02 (author)
- Frouin, V. (author)
- Umeå universitetRadiofysik (creator_code:org_t)
Related titles
- In:2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019): IEEE, s. 1403-14069781538636411
Internet link
Find in a library
- 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019) (Search for host publication in LIBRIS)
To the university's database
- 1 of 1
- Previous record
- Next record
- To hitlist
Find more in SwePub
- By the author/editor
- Guigui, N.
- Philippe, C.
- Gloaguen, A.
- Karkar, S.
- Guillemot, V.
- Löfstedt, Tommy
- show more...
- Frouin, V.
- show less...
- About the subject
-
- MEDICAL AND HEALTH SCIENCES
- MEDICAL AND HEAL ...
- and Clinical Medicin ...
- and Radiology Nuclea ...
- Articles in the publication
- 2019 IEEE 16th I ...
- By the university
- Umeå University
Search outside SwePub
- Extend your search to:
- Google Book Search
- Google Scholar
Kungliga biblioteket hanterar dina personuppgifter i enlighet med EU:s dataskyddsförordning (2018), GDPR. Läs mer om hur det funkar här.
Så här hanterar KB dina uppgifter vid användning av denna tjänst.
- Copyright © LIBRIS - National Library Systems
- LIBRIS.kb.se
