Prediction of clinical depression scores and detection of changes in whole-brain using resting-state functional MRI data with partial least squares regression.
In diagnostic applications of statistical machine learning methods to brain imaging data, common problems include data high-dimensionality and co-linearity, which often cause over-fitting and instability. To overcome these problems, we applied partial least squares (PLS) regression to resting-state...
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| Principais autores: | , , , , , , , |
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| Format: | Artigo |
| Sprog: | Inglês |
| Udgivet: |
Public Library of Science (PLoS)
2017-01-01
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| Serier: | PLoS ONE |
| Online adgang: | http://europepmc.org/articles/PMC5507488?pdf=render |
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