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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...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Veröffentlicht in:Hum Brain Mapp
Hauptverfasser: Strappini, Francesca, Gilboa, Elad, Pitzalis, Sabrina, Kay, Kendrick, McAvoy, Mark, Nehorai, Arye, Snyder, Abraham Z.
Format: Artigo
Sprache:Inglês
Veröffentlicht: John Wiley and Sons Inc. 2016
Schlagworte:
Online Zugang: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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