Integrating Neural Networks and Dictionary Learning for Multidimensional Clinical Characterizations from Functional Connectomics Data

3 Jul 2020Niharika Shimona D'SouzaMary Beth NebelNicholas WymbsStewart MostofskyArchana Venkataraman

We propose a unified optimization framework that combines neural networks with dictionary learning to model complex interactions between resting state functional MRI and behavioral data. The dictionary learning objective decomposes patient correlation matrices into a collection of shared basis networks and subject-specific loadings... (read more)

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