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Applications of Generative Adversarial Networks in Neuroimaging and Clinical Neuroscience


Jun 14, 2022
Rongguang Wang, Vishnu Bashyam, Zhijian Yang, Fanyang Yu, Vasiliki Tassopoulou, Lasya P. Sreepada, Sai Spandana Chintapalli, Dushyant Sahoo, Ioanna Skampardoni, Konstantina Nikita, Ahmed Abdulkadir, Junhao Wen, Christos Davatzikos


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Surreal-GAN:Semi-Supervised Representation Learning via GAN for uncovering heterogeneous disease-related imaging patterns


May 09, 2022
Zhijian Yang, Junhao Wen, Christos Davatzikos


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Subtyping brain diseases from imaging data


Feb 16, 2022
Junhao Wen, Erdem Varol, Zhijian Yang, Gyujoon Hwang, Dominique Dwyer, Anahita Fathi Kazerooni, Paris Alexandros Lalousis, Christos Davatzikos


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Multidimensional representations in late-life depression: convergence in neuroimaging, cognition, clinical symptomatology and genetics


Oct 25, 2021
Junhao Wen, Cynthia H. Y. Fu, Duygu Tosun, Yogasudha Veturi, Zhijian Yang, Ahmed Abdulkadir, Elizabeth Mamourian, Dhivya Srinivasan, Jingxuan Bao, Guray Erus, Haochang Shou, Mohamad Habes, Jimit Doshi, Erdem Varol, Scott R Mackin, Aristeidis Sotiras, Yong Fan, Andrew J. Saykin, Yvette I. Sheline, Li Shen, Marylyn D. Ritchie, David A. Wolk, Marilyn Albert, Susan M. Resnick, Christos Davatzikos


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Disentangling brain heterogeneity via semi-supervised deep-learning and MRI: dimensional representations of Alzheimer's Disease


Feb 24, 2021
Zhijian Yang, Ilya M. Nasrallah, Haochang Shou, Junhao Wen, Jimit Doshi, Mohamad Habes, Guray Erus, Ahmed Abdulkadir, Susan M. Resnick, David Wolk, Christos Davatzikos

* 37 pages, 11 figures 

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MAGIC: Multi-scale Heterogeneity Analysis and Clustering for Brain Diseases


Jul 10, 2020
Junhao Wen, Erdem Varol, Ganesh Chand, Aristeidis Sotiras, Christos Davatzikos

* 11 pages, 3 figures, accepted by MICCAI2020 

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Smile-GANs: Semi-supervised clustering via GANs for dissecting brain disease heterogeneity from medical images


Jun 27, 2020
Zhijian Yang, Junhao Wen, Christos Davatzikos


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Recommender Systems Based on Generative Adversarial Networks: A Problem-Driven Perspective


Mar 05, 2020
Min Gao, Junwei Zhang, Junliang Yu, Jundong Li, Junhao Wen, Qingyu Xiong

* 20 pages, 11 figures, 5 tables, the journal of Information Sciences 

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Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation


Apr 16, 2019
Junhao Wen, Elina Thibeau-Sutre, Jorge Samper-Gonzalez, Alexandre Routier, Simona Bottani, Stanley Durrleman, Ninon Burgos, Olivier Colliot


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