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Adaptive smoothing based on Gaussian processes regression increases the sensitivity and specificity of fMRI data

Temporal and spatial filtering of fMRI data is often used to improve statistical power. However, conventional methods, such as smoothing with fixed‐width Gaussian filters, remove fine‐scale structure in the data, necessitating a tradeoff between sensitivity and specificity. Specifically, smoothing m...

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Shranjeno v:
Bibliografske podrobnosti
izdano v:Hum Brain Mapp
Main Authors: Strappini, Francesca, Gilboa, Elad, Pitzalis, Sabrina, Kay, Kendrick, McAvoy, Mark, Nehorai, Arye, Snyder, Abraham Z.
Format: Artigo
Jezik:Inglês
Izdano: John Wiley and Sons Inc. 2016
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC6867115/
https://ncbi.nlm.nih.gov/pubmed/27943516
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/hbm.23464
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