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<br>2019) utilized graph neural networks (Kipf and Welling, 2017) to classify autism spectrum dysfunction in resting-state and task fMRI. Convolutional neural networks (CNNs) adapted for graphs have strong applications in the classification of purposeful connectivity a useful MRI reduced to a correlational matrix - effectively a graph - that measures the inter-regional relationships among the blood-oxygen-level-dependent (Bold) signals in predefined anatomical brain areas. Classification of full-brain useful connectivity MRI information with convolutional neural networks (CNNs) has revealed assure, but the complexity of these types impedes comprehending of which factors of mind exercise add to classification. 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