Classification of ROI-based fMRI data in short-term memory tasks using discriminant analysis and neural networks

Classification of ROI-based fMRI data in short-term memory tasks using discriminant analysis and neural networks

Understanding brain function relies on identifying spatiotemporal patterns in brain activity. In recent years, machine learning methods have been widely used to detect connections between regions of interest (ROIs) involved in cognitive functions, as measured by the fMRI technique. However, it'...

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Bibliographic Details
Main Authors: Magdalena Fafrowicz, Marcin Tutajewski, Igor Sieradzki, Jeremi K. Ochab, Anna Ceglarek-Sroka, Koryna Lewandowska, Tadeusz Marek, Barbara Sikora-Wachowicz, Igor T. Podolak, Paweł Oświęcimka
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-12-01
Series:Frontiers in Neuroinformatics
Subjects:
explainability
fMRI
working memory
ROI
machine learning
neural network
Online Access:https://www.frontiersin.org/articles/10.3389/fninf.2024.1480366/full
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https://www.frontiersin.org/articles/10.3389/fninf.2024.1480366/full

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