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01/15/2023
Bayesian Models of Functional Connectomics and Behavior
The problem of jointly analysing functional connectomics and behavioral ...
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05/30/2021
A Matrix Autoencoder Framework to Align the Functional and Structural Connectivity Manifolds as Guided by Behavioral Phenotypes
We propose a novel matrix autoencoder to map functional connectomes from...
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11/17/2020
A Multi-Task Deep Learning Framework to Localize the Eloquent Cortex in Brain Tumor Patients Using Dynamic Functional Connectivity
We present a novel deep learning framework that uses dynamic functional ...
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08/27/2020
Deep sr-DDL: Deep Structurally Regularized Dynamic Dictionary Learning to Integrate Multimodal and Dynamic Functional Connectomics data for Multidimensional Clinical Characteri
We propose a novel integrated framework that jointly models complementar...
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08/27/2020
A Joint Network Optimization Framework to Predict Clinical Severity from Resting State Functional MRI Data
We propose a novel optimization framework to predict clinical severity f...
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07/03/2020
A Deep-Generative Hybrid Model to Integrate Multimodal and Dynamic Connectivity for Predicting Spectrum-Level Deficits in Autism
We propose an integrated deep-generative framework, that jointly models ...
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07/03/2020
Integrating Neural Networks and Dictionary Learning for Multidimensional Clinical Characterizations from Functional Connectomics Data
We propose a unified optimization framework that combines neural network...
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07/03/2020