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Multiple-shooting adjoint method for whole-brain dynamic causal modeling

Feb 14, 2021
Juntang Zhuang, Nicha Dvornek, Sekhar Tatikonda, Xenophon Papademetris, Pamela Ventola, James Duncan

* 27th International Conference on Information Processing in Medical Imaging 

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Pooling Regularized Graph Neural Network for fMRI Biomarker Analysis

Jul 29, 2020
Xiaoxiao Li, Yuan Zhou, Nicha C. Dvornek, Muhan Zhang, Juntang Zhuang, Pamela Ventola, James S Duncan

* MICCAI 2020 
* 11 pages, 4 figures 

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Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results

Jan 16, 2020
Xiaoxiao Li, Yufeng Gu, Nicha Dvornek, Lawrence Staib, Pamela Ventola, James S. Duncan

* 12 pagers, 11 figures, preprint submitted to Medical Image Analysis 

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Sparsely Grouped Input Variables for Neural Networks

Nov 29, 2019
Beibin Li, Nicholas Nuechterlein, Erin Barney, Caitlin Hudac, Pamela Ventola, Linda Shapiro, Frederick Shic


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Graph Embedding Using Infomax for ASD Classification and Brain Functional Difference Detection

Aug 14, 2019
Xiaoxiao Li, Nicha C. Dvornek, Juntang Zhuang, Pamela Ventola, James Duncan


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Invertible Network for Classification and Biomarker Selection for ASD

Jul 23, 2019
Juntang Zhuang, Nicha C. Dvornek, Xiaoxiao Li, Pamela Ventola, James S. Duncan


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Graph Neural Network for Interpreting Task-fMRI Biomarkers

Jul 12, 2019
Xiaoxiao Li, Nicha C. Dvornek, Yuan Zhou, Juntang Zhuang, Pamela Ventola, James S. Duncan

* Medical Image Computing and Computer-Assisted Intervention 2019 

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A Facial Affect Analysis System for Autism Spectrum Disorder

Apr 07, 2019
Beibin Li, Sachin Mehta, Deepali Aneja, Claire Foster, Pamela Ventola, Frederick Shic, Linda Shapiro

* 5 pages (including 1 page for reference), 3 figures 

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Efficient Interpretation of Deep Learning Models Using Graph Structure and Cooperative Game Theory: Application to ASD Biomarker Discovery

Dec 14, 2018
Xiaoxiao Li, Nicha C. Dvornek, Yuan Zhou, Juntang Zhuang, Pamela Ventola, James S. Duncan

* 13 pages, 7 figures, under review 

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Brain Biomarker Interpretation in ASD Using Deep Learning and fMRI

Aug 23, 2018
Xiaoxiao Li, Nicha C. Dvornek, Juntang Zhuang, Pamela Ventola, James S. Duncan

* 8 pagers, accepted by MICCAI 2018 

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Prediction of Autism Treatment Response from Baseline fMRI using Random Forests and Tree Bagging

May 24, 2018
Nicha C. Dvornek, Daniel Yang, Archana Venkataraman, Pamela Ventola, Lawrence H. Staib, Kevin A. Pelphrey, James S. Duncan

* Multimodal Learning for Clinical Decision Support (ML-CDS) 2016 

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