Decoding Mental States in Social Cognition: Insights from Explainable Artificial Intelligence on HCP fMRI Data

Decoding Mental States in Social Cognition: Insights from Explainable Artificial Intelligence on HCP fMRI Data

Artificial neural networks (ANNs) have been used for classification tasks involving functional magnetic resonance imaging (fMRI), though typically focusing only on fractions of the brain in the analysis. Recent work combined shallow neural networks (SNNs) with explainable artificial intelligence (xA...

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Bibliographic Details
Main Authors: José Diogo Marques dos Santos, Luís Paulo Reis, José Paulo Marques dos Santos
Format: Article
Language:English
Published: MDPI AG 2025-02-01
Series:Machine Learning and Knowledge Extraction
Subjects:
explainable artificial intelligence (xAI)
Shapley values
path-weights
artificial neural networks (ANNs)
shallow neural networks (SNNs)
functional magnetic resonance imaging (fMRI)
Online Access:https://www.mdpi.com/2504-4990/7/1/17
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