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Dr Dajiang Zhu

[Dr Dajiang Zhu]

Assistant Professor, Computer Science and Engineering
Last Updated: June 14, 2021
about me

Research Interests

Research Interests
Machine Learning, Computational Neuroscience and Big Data solutions for medical data analysis.

Teaching Interests

Teaching Interests
Machine learning Biomedical Image Analysis

Biography

Biography

Dajiang Zhu, Ph.D., is an Assistant Professor at the Computer Science & Engineering Department of University of Texas at Arlington (UTA). Dr. Zhu received his Ph.D. in Computer Science from the University of Georgia in 2014. Before he joined UTA, Dr. Zhu was a Post Doctoral Scholar at the Imaging Genetics Center of the University of Southern California (2014-2017).

Education

Education

    • 2014 PhD in Computer Science
      University of Georgia
    • 2014 PhD in Computer Science
      University of Georgia
    • 2001 BA in Computer Science
      Shanghai Jiao Tong University
    • 2001 BA in Computer Science
      Shanghai Jiao Tong University

Appointments

Appointments

    • Sept 2017 to Present Assistant Professor
      CSE, University of Texas at Arlington (Arlington, TX, United States)
    • Oct 2014 to Aug 2017 Postdoctoral Associate
      Keck School of Medicine, University of Southern California (Los Angeles, CA, United States)
    • 2004 to 2007 Senior Software Engineer
      Ninetowns Co (Beijing, China)
    • 2001 to 2004 Software Engineer
      Lenovo Co (Beijing, China)

Awards and Honors

    • Sep  2017 Rising STARs award sponsored by University of Texas System

Publications


      2016
      • Book Chapter
        Holistic atlases of functional networks and interactions (HAFNI)
        Machine Learning and Medical Imaging
        [Jiang, X, Zhu, Dajiang, Liu, T]. 435--454.

      2019
      • Journal Article
        Discovering hierarchical common brain networks via multimodal deep belief network
        [Zhang, Shu, Dong, Qinglin, Zhang, Wei, Huang, Heng, Zhu, Dajiang, Liu, Tianming]. Medical image analysis. 54, 238--252. "Elsevier".

      2018
      • Journal Article
        Experimental Comparisons of Sparse Dictionary Learning and Independent Component Analysis for Brain Network Inference from fMRI Data
        [Zhang, Wei, Lv, Jinglei, Li, Xiang, Zhu, Dajiang, Jiang, Xi, Zhang, Shu, Zhao, Yu, Guo, Lei, Ye, Jieping, Hu, Dewen, others]. IEEE Transactions on Biomedical Engineering. "IEEE".

      2017
      • Journal Article
        Machine Learning Insights from Enigma’s Studies of Major Depressive Disorder: Classification via Distributed Analysis
        [Zhu, Dajiang, Thompson, PaulM, Schmaal, Lianne, Veltman, Dick]. Biological Psychiatry. 81(10), S307. "Elsevier".

      2015
      • Journal Article
        Holistic atlases of functional networks and interactions reveal reciprocal organizational architecture of cortical function
        [Lv, Jinglei, Jiang, Xi, Li, Xiang, Zhu, Dajiang, Zhang, Shu, Zhao, Shijie, Chen, Hanbo, Zhang, Tuo, Hu, Xintao, Han, Junwei, others]. IEEE Transactions on Biomedical Engineering. 62(4), 1120--1131. "IEEE".
      • Journal Article
        Anatomy-guided dense individualized and common connectivity-based cortical landmarks (A-DICCCOL)
        [Jiang, Xi, Zhang, Tuo, Zhu, Dajiang, Li, Kaiming, Chen, Hanbo, Lv, Jinglei, Hu, Xintao, Han, Junwei, Shen, Dinggang, Guo, Lei, others]. IEEE Transactions on Biomedical Engineering. 62(4), 1108--1119. "IEEE".
      • Journal Article
        Correction: Construction of Multi-Scale Consistent Brain Networks: Methods and Applications
        [Ge, Bao, Tian, Yin, Hu, Xintao, Chen, Hanbo, Zhu, Dajiang, Zhang, Tuo, Han, Junwei, Guo, Lei, Liu, Tianming]. PLoS One. 10(6), e0130054. "Public Library of Science".
      • Journal Article
        Assessing effects of prenatal alcohol exposure using group-wise sparse representation of fMRI data
        [Lv, Jinglei, Jiang, Xi, Li, Xiang, Zhu, Dajiang, Zhao, Shijie, Zhang, Tuo, Hu, Xintao, Han, Junwei, Guo, Lei, Li, Zhihao, others]. 233(2), 254--268. "Elsevier".
      • Journal Article
        Data-driven analysis of functional brain interactions during free listening to music and speech
        [Fang, Jun, Hu, Xintao, Han, Junwei, Jiang, Xi, Zhu, Dajiang, Guo, Lei, Liu, Tianming]. Brain Imaging and Behavior. 9(2), 162--177. "Springer US".
      • Journal Article
        Atomic connectomics signatures for characterization and differentiation of mild cognitive impairment
        [Ou, Jinli, Xie, Li, Li, Xiang, Zhu, Dajiang, Terry, DouglasP, Puente, A Nicholas, Jiang, Rongxin, Chen, Yaowu, Wang, Lihong, Shen, Dinggang, others]. Brain Imaging and Behavior. 9(4), 663--677. "Springer US".
      • Journal Article
        Characterizing and differentiating brain state dynamics via hidden Markov models
        [Ou, Jinli, Xie, Li, Jin, Changfeng, Li, Xiang, Zhu, Dajiang, Jiang, Rongxin, Chen, Yaowu, Zhang, Jing, Li, Lingjiang, Liu, Tianming]. 28(5), 666--679. "Springer US".
      • Journal Article
        Construction of multi-scale consistent brain networks: methods and applications
        [Ge, Bao, Tian, Yin, Hu, Xintao, Chen, Hanbo, Zhu, Dajiang, Zhang, Tuo, Han, Junwei, Guo, Lei, Liu, Tianming]. PLoS One. 10(4), e0118175. "Public Library of Science".
      • Journal Article
        Sparse representation of whole-brain fMRI signals for identification of functional networks
        [Lv, Jinglei, Jiang, Xi, Li, Xiang, Zhu, Dajiang, Chen, Hanbo, Zhang, Tuo, Zhang, Shu, Hu, Xintao, Han, Junwei, Huang, Heng, others]. 20(1), 112--134. "Elsevier".

      2014
      • Journal Article
        Group-wise fMRI activation detection on DICCCOL landmarks
        [Lv, Jinglei, Guo, Lei, Zhu, Dajiang, Zhang, Tuo, Hu, Xintao, Han, Junwei, Liu, Tianming]. 12(4), 513--534. "Springer US".
      • Journal Article
        Identifying and characterizing resting state networks in temporally dynamic functional connectomes
        [Zhang, Xin, Li, Xiang, Jin, Changfeng, Chen, Hanbo, Li, Kaiming, Zhu, Dajiang, Jiang, Xi, Zhang, Tuo, Lv, Jinglei, Hu, Xintao, others]. 27(6), 747--765. "Springer US".
      • Journal Article
        Intrinsic functional component analysis via sparse representation on Alzheimer's disease neuroimaging initiative database
        [Jiang, Xi, Zhang, Xin, Zhu, Dajiang, Initiative, Alzheimer'sDisease Neuroimaging]. 4(8), 575--586. "Mary Ann Liebert, Inc. 140 Huguenot Street, 3rd Floor New Rochelle, NY 10801 USA".
      • Journal Article
        Atomic dynamic functional interaction patterns for characterization of ADHD
        [Ou, Jinli, Lian, Zhichao, Xie, Li, Li, Xiang, Wang, Peng, Hao, Yun, Zhu, Dajiang, Jiang, Rongxin, Wang, Yufeng, Chen, Yaowu, others]. Human Brain Mapping. 35(10), 5262--5278.
      • Journal Article
        Predictive models of resting state networks for assessment of altered functional connectivity in mild cognitive impairment
        [Jiang, Xi, Zhu, Dajiang, Li, Kaiming, Zhang, Tuo, Wang, Lihong, Shen, Dinggang, Guo, Lei, Liu, Tianming]. Brain Imaging and Behavior. 8(4), 542--557. "Springer US".
      • Journal Article
        A functional model of cortical gyri and sulci
        [Deng, Fan, Jiang, Xi, Zhu, Dajiang, Zhang, Tuo, Li, Kaiming, Guo, Lei, Liu, Tianming]. Brain Structure and Function. 219(4), 1473--1491. "Springer Berlin Heidelberg".
      • Journal Article
        Inferring functional interaction and transition patterns via dynamic bayesian variable partition models
        [Zhang, Jing, Li, Xiang, Li, Cong, Lian, Zhichao, Huang, Xiu, Zhong, Guocheng, Zhu, Dajiang, Li, Kaiming, Jin, Changfeng, Hu, Xintao, others]. Human Brain Mapping. 35(7), 3314--3331.
      • Journal Article
        Dynamic functional connectomics signatures for characterization and differentiation of PTSD patients
        [Li, Xiang, Zhu, Dajiang, Jiang, Xi, Jin, Changfeng, Zhang, Xin, Guo, Lei, Zhang, Jing, Hu, Xiaoping, Li, Lingjiang, Liu, Tianming]. Human Brain Mapping. 35(4), 1761--1778.
      • Journal Article
        Fusing DTI and fMRI data: a survey of methods and applications
        [Zhu, Dajiang, Zhang, Tuo, Jiang, Xi, Hu, Xintao, Chen, Hanbo, Yang, Ning, Lv, Jinglei, Han, Junwei, Guo, Lei, Liu, Tianming]. NeuroImage. 102, 184--191. "Academic Press".
      • Journal Article
        Connectome-scale assessments of structural and functional connectivity in MCI
        [Zhu, Dajiang, Li, Kaiming, Terry, DouglasP, Puente, A Nicholas, Wang, Lihong, Shen, Dinggang, Miller, LStephen, Liu, Tianming]. Human Brain Mapping. 35(7), 2911--2923.

      2013
      • Journal Article
        Characterization of task-free and task-performance brain states via functional connectome patterns
        [Zhang, Xin, Guo, Lei, Li, Xiang, Zhang, Tuo, Zhu, Dajiang, Li, Kaiming, Chen, Hanbo, Lv, Jinglei, Jin, Changfeng, Zhao, Qun, others]. 17(8), 1106--1122. "Elsevier".
      • Journal Article
        Connectomics signatures of prenatal cocaine exposure affected adolescent brains
        [Li, Kaiming, Zhu, Dajiang, Guo, Lei, Li, Zhihao, Lynch, MaryEllen, Coles, Claire, Hu, Xiaoping, Liu, Tianming]. Human Brain Mapping. 34(10), 2494--2510.
      • Journal Article
        Diffusion tensor imaging reveals evolution of primate brain architectures
        [Zhang, Degang, Guo, Lei, Zhu, Dajiang, Li, Kaiming, Li, Longchuan, Chen, Hanbo, Zhao, Qun, Hu, Xiaoping, Liu, Tianming]. Brain Structure and Function. 218(6), 1429--1450. "Springer Berlin Heidelberg".
      • Journal Article
        Fine-granularity functional interaction signatures for characterization of brain conditions
        [Hu, Xintao, Zhu, Dajiang, Lv, Peili, Li, Kaiming, Han, Junwei, Wang, Lihong, Shen, Dinggang, Guo, Lei, Liu, Tianming]. 11(3), 301--317. "Springer US".
      • Journal Article
        FMRI signal analysis using empirical mean curve decomposition
        [Deng, Fan, Zhu, Dajiang, Lv, Jinglei, Guo, Lei, Liu, Tianming]. IEEE Transactions on Biomedical Engineering. 60(1), 42--54. "IEEE".
      • Journal Article
        Inferring group-wise consistent multimodal brain networks via multi-view spectral clustering
        [Chen, Hanbo, Li, Kaiming, Zhu, Dajiang, Jiang, Xi, Yuan, Yixuan, Lv, Peili, Zhang, Tuo, Guo, Lei, Shen, Dinggang, Liu, Tianming]. 32(9), 1576--1586. "IEEE".
      • Journal Article
        Meta-analysis of functional roles of DICCCOLs
        [Yuan, Yixuan, Jiang, Xi, Zhu, Dajiang, Chen, Hanbo, Li, Kaiming, Lv, Peili, Yu, Xiang, Li, Xiaojin, Zhang, Shu, Zhang, Tuo, others]. 11(1), 47--63. "Springer-Verlag".
      • Journal Article
        On initial brain activity mapping of episodic and semantic memory code in the hippocampus
        [Tsien, JoeZ, Li, Meng, Osan, Remus, Chen, Guifen, Lin, Longian, Wang, PhillipLei, Frey, Sabine, Frey, Julietta, Zhu, Dajiang, Liu, Tianming, others]. Neurobiology of Learning and Memory. 105, 200--210. "Academic Press".
      • Journal Article
        Predicting cortical ROIs via joint modeling of anatomical and connectional profiles
        [Zhang, Tuo, Zhu, Dajiang, Jiang, Xi, Ge, Bao, Hu, Xintao, Han, Junwei, Guo, Lei, Liu, Tianming]. 17(6), 601--615. "Elsevier".
      • Journal Article
        Representing and retrieving video shots in human-centric brain imaging space.
        [Han, Junwei, Ji, Xiang, Hu, Xintao, Zhu, Dajiang, Li, Kaiming, Jiang, Xi, Cui, Guangbin, Guo, Lei, Liu, Tianming]. 22(7), 2723--2736.

      2012
      • Journal Article
        DICCCOL: dense individualized and common connectivity-based cortical landmarks
        [Zhu, Dajiang, Li, Kaiming, Guo, Lei, Jiang, Xi, Zhang, Tuo, Zhang, Degang, Chen, Hanbo, Deng, Fan, Faraco, Carlos, Jin, Changfeng, others]. 23(4), 786--800. "Oxford University Press".
      • Journal Article
        Optimization of functional brain ROIs via maximization of consistency of structural connectivity profiles
        [Zhu, Dajiang, Li, Kaiming, Faraco, CarlosCesar, Deng, Fan, Zhang, Degang, Guo, Lei, Miller, LStephen, Liu, Tianming]. NeuroImage. 59(2), 1382--1393. "Elsevier".
      • Journal Article
        Visual analytics of brain networks
        [Li, Kaiming, Guo, Lei, Faraco, Carlos, Zhu, Dajiang, Chen, Hanbo, Yuan, Yixuan, Lv, Jinglei, Deng, Fan, Jiang, Xi, Zhang, Tuo, others]. NeuroImage. 61(1), 82--97. "Elsevier".

      2011
      • Journal Article
        Axonal fiber terminations concentrate on gyri
        [Nie, Jingxin, Guo, Lei, Li, Kaiming, Wang, Yonghua, Chen, Guojun, Li, Longchuan, Chen, Hanbo, Deng, Fan, Jiang, Xi, Zhang, Tuo, others]. 22(12), 2831--2839. "Oxford University Press".
      • Journal Article
        Axonal fiber terminations concentrate on gyri
        [Zhang, Tuo, Huang, Ling, Faraco, Carlos, Zhang, Degang, Guo, Cong, Yap, Pew-thian, Hu, Xintao, Li, Gang, Lv, Jinglei, Yuan, Yixuan, others].
      • Journal Article
        Predicting functional cortical ROIs via DTI-derived fiber shape models
        [Zhang, Tuo, Guo, Lei, Li, Kaiming, Jing, Changfeng, Yin, Yan, Zhu, Dajiang, Cui, Guangbin, Li, Lingjiang, Liu, Tianming]. 22(4), 854--864. "Oxford University Press".

      2010
      • Journal Article
        Neural information processing systems (NIPS)
        [Li, Kaiming, Guo, Lei, Faraco, Carlos, Zhu, Dajiang, Deng, Fan, Zhang, Tuo, Jiang, Xi, Zhang, Degang, Chen, Hanbo, Hu, Xintao, others].

      2020
      • Conference Proceeding
        Recovering Brain Structural Connectivity from Functional Connectivity via Multi-GCN based Generative Adversarial Network
        [Zhang, Lu, Wang, Li, Zhu, Dajiang]. "International Conference on Medical Image Computing and Computer-Assisted Intervention (Young Scientist Award, 4/542 <1%) ".
      • Conference Proceeding
        Learning Latent Structure Over Deep Fusion Model Of Mild Cognitive Impairment
        [Wang, Li, Zhang, Lu, Zhu, Dajiang]. "IEEE International Symposium on Biomedical Imaging ".
      • Conference Proceeding
        Jointly Analyzing Alzheimer's Disease Related Structure-Function Using Deep Cross-Model Attention Network
        [Zhang, Lu, Wang, Li, Zhu, Dajiang]. "IEEE International Symposium on Biomedical Imaging".

      2019
      • Conference Proceeding
        A Cascaded Multi-modality Analysis in Mild Cognitive Impairment
        International Workshop on Machine Learning in Medical Imaging
        [Zhang, Lu, Zaman, Akib, Wang, Li, Yan, Jingwen, Zhu, Dajiang]. 557--565.
      • Conference Proceeding
        Accessing Latent Connectome of Mild Cognitive Impairment via Discriminant Structure Learning
        2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019)
        [Wang, Li, Zhang, Lu, Zhu, Dajiang]. 164--168.
      • Conference Proceeding
        Analyzing Mild Cognitive Impairment Progression via Multi-view Structural Learning
        International Conference on Information Processing in Medical Imaging
        [Wang, Li, Thompson, PaulM, Zhu, Dajiang]. 656--668.
      • Conference Proceeding
        Identifying Configurational Abnormalities in Alzheimer’S Disease Progression Using Multi-View Structure Connectome
        2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019)
        [Guo, Lei, Tang, Haoteng, Wang, Qi, Dennis, Emily, Zhu, Dajiang, Huang, Heng, Ajilore, Olusola, Leow, AlexD, Zhan, Liang]. 169--172.
      • Conference Proceeding
        Multi-Modal Image Prediction via Spatial Hybrid U-Net
        International Workshop on Multiscale Multimodal Medical Imaging
        [Zaman, Akib, Zhang, Lu, Yan, Jingwen, Zhu, Dajiang].

      2018
      • Conference Proceeding
        Exploring Fiber Skeletons via Joint Representation of Functional Networks and Structural Connectivity
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Zhang, Shu, Liu, Tianming, Zhu, Dajiang]. 357--366.
      • Conference Proceeding
        Exploring latent structures of Alzheimer's disease via structure learning
        Biomedical Imaging (ISBI 2018), 2018 IEEE 15th International Symposium on
        [Zhu, Dajiang, Wang, Li]. 536--540.
      • Conference Proceeding
        Efficient Test-Time Predictor Learning With Group-Based Budget.
        AAAI
        [Wang, Li, Zhu, Dajiang, Chi, Yujie].

      2017
      • Conference Proceeding
        Large-scale classification of major depressive disorder via distributed Lasso
        12th International Symposium on Medical Information Processing and Analysis
        [Zhu, Dajiang, Li, Qingyang, Riedel, BrandalynC, Jahanshad, Neda, Hibar, DerrekP, Veer, IlyaM, Walter, Henrik, Schmaal, Lianne, Veltman, DickJ, Grotegerd, Dominik, others]. 10160, 101600Y.

      2016
      • Conference Proceeding
        Population learning of structural connectivity by white matter encoding and decoding
        Biomedical Imaging (ISBI), 2016 IEEE 13th International Symposium on
        [Zhu, Dajiang, Jahanshad, Neda, Riedel, BrandalynC, Zhan, Liang, Faskowitz, Joshua, Prasad, Gautam, Thompson, PaulM]. 554--558.

      2015
      • Conference Proceeding
        Genetic analysis of structural brain connectivity using DICCCOL models of diffusion MRI in 522 twins
        Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
        [Zhu, Dajiang, Zhan, Liang, Faskowitz, Joshua, Daianu, Madelaine, Jahanshad, Neda, De Zubicaray, GreigI, McMahon, KatieL, Martin, NicholasG, Wright, MargaretJ, Thompson, PaulM]. 1167--1171.
      • Conference Proceeding
        Heritability of brain network topology in 853 twins and siblings
        Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
        [Zhan, Liang, Jahanshad, Neda, Faskowitz, Joshua, Zhu, Dajiang, Prasad, Gautam, Martin, NicholasG, de Zubicaray, GreigI, McMahon, KatieL, Wright, MargaretJ, Thompson, PaulM]. 449--453.

      2014
      • Conference Proceeding
        Detecting cell assembly interaction patterns via Bayesian based change-point detection and graph inference model
        Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
        [Lian, Zhichao, Li, Xiang, Zhang, Hongmiao, Kuang, Hui, Xie, Kun, Xing, Jianchuan, Zhu, Dajiang, Tsien, JoeZ, Liu, Tianming, Zhang, Jing]. 17--20.
      • Conference Proceeding
        Group-Wise Optimization of Common Brain Landmarks with Joint Structural and Functional Regulations
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Zhu, Dajiang, Lv, Jinglei, Chen, Hanbo, Liu, Tianming]. 716--723.
      • Conference Proceeding
        Decoding auditory saliency from fMRI brain imaging
        Proceedings of the 22nd ACM international conference on Multimedia
        [Zhao, Shijie, Jiang, Xi, Han, Junwei, Hu, Xintao, Zhu, Dajiang, Lv, Jinglei, Zhang, Tuo, Guo, Lei, Liu, Tianming]. 873--876.
      • Conference Proceeding
        Connectomics signature for characterizaton of mild cognitive impairment and schizophrenia
        Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
        [Zhu, Dajiang, Shen, Dinggang, Jiang, Xi, Liu, Tianming]. 325--328.
      • Conference Proceeding
        Discovering network-level functional interactions from working memory fMRI data
        Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
        [Jiang, Xi, Lv, Jinglei, Zhu, Dajiang, Zhang, Tuo, Li, Xiang, Hu, Xintao, Guo, Lei, Liu, Tianming]. 13--16.
      • Conference Proceeding
        Dynamic network partition via Bayesian connectivity bi-partition change point model
        Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
        [Lian, Zhichao, Li, Xiang, Young, Thomas, Hao, Yun, Xing, Jianchuan, Lv, Jinglei, Jiang, Xi, Zhu, Dajiang, Liu, Tianming, Zhang, Jing]. 545--548.
      • Conference Proceeding
        Exploring functional brain dynamics via a Bayesian connectivity change point model.
        ISBI
        [Lian, Zhichao, Li, Xiang, Xing, Jianchuan, Lv, Jinglei, Jiang, Xi, Zhu, Dajiang, Zhang, Shu, Xu, Jiansong, Potenza, MarcN, Liu, Tianming, others]. 600--603.
      • Conference Proceeding
        Generalized fMRI activation detection via Bayesian magnitude change point model
        Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
        [Lian, Zhichao, Lv, Jinglei, Xing, Jianchuan, Li, Xiang, Jiang, Xi, Zhu, Dajiang, Xu, Jiansong, Potenza, MarcN, Liu, Tianming, Zhang, Jing]. 21--24.
      • Conference Proceeding
        Group-wise consistent cortical parcellation based on DTI-derived connectional profiles
        Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
        [Zhang, Tuo, Zhu, Dajiang, Jiang, Xi, Guo, Lei, Liu, Tianming]. 826--829.
      • Conference Proceeding
        Group-wise optimization and individualized prediction of structural connectomes
        Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
        [Chen, Hanbo, Li, Kaiming, Zhu, Dajiang, Guo, Lei, Jiang, Xi, Liu, Tianming]. 742--745.
      • Conference Proceeding
        Integrating group-wise functional brain activities via point processes
        Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
        [Jiang, Xi, Lv, Jinglei, Zhu, Dajiang, Zhang, Tuo, Hu, Xintao, Guo, Lei, Liu, Tianming]. 669--672.
      • Conference Proceeding
        Sparse representation of working memory processes based on fMRI data
        Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
        [Zhu, Dajiang, Li, Xiang, Liu, Tianming]. 584--587.

      2013
      • Conference Proceeding
        Anatomy-Guided Discovery of Large-Scale Consistent Connectivity-Based Cortical Landmarks
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Jiang, Xi, Zhang, Tuo, Zhu, Dajiang, Li, Kaiming, Lv, Jinglei, Guo, Lei, Liu, Tianming]. 617--625.
      • Conference Proceeding
        Assessing regularity and variability of cortical folding patterns of dicccols
        Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
        [Chen, Jia, Lu, Jianfeng, Chen, Hanbo, Zhu, Dajiang, Liu, Tianming]. 974--977.
      • Conference Proceeding
        Construction of multi-scale brain networks via DICCCOL landmarks
        Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
        [Ge, Bao, Guo, Lei, Zhang, Tuo, Zhu, Dajiang, Hu, Xintao, Han, Junwei, Liu, Tianming]. 680--683.
      • Conference Proceeding
        Discovering common functional connectomics signatures
        Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
        [Li, Xiang, Zhu, Dajiang, Jiang, Xi, Jin, Changfeng, Guo, Lei, Li, Lingjiang, Liu, Tianming]. 620--623.
      • Conference Proceeding
        Exploring high-order functional interactions via structurally-weighted lasso models
        International Conference on Information Processing in Medical Imaging
        [Zhu, Dajiang, Li, Xiang, Jiang, Xi, Chen, Hanbo, Shen, Dinggang, Liu, Tianming]. 13--24.
      • Conference Proceeding
        Group-wise change point detection in task FMRI data by Bayesian methods
        Neural Engineering (NER), 2013 6th International IEEE/EMBS Conference on
        [Xing, Jianchuan, Lv, Jinglei, Lian, Zhichao, Li, Xiang, Zhu, Dajiang, Liu, Tianming, Zhang, Jing]. 597--600.
      • Conference Proceeding
        Group-Wise FMRI Activation Detection on Corresponding Cortical Landmarks
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Lv, Jinglei, Zhu, Dajiang, Hu, Xintao, Zhang, Xin, Zhang, Tuo, Han, Junwei, Guo, Lei, Liu, Tianming]. 665--673.
      • Conference Proceeding
        Identifying consistent brain networks via maximizing predictability of functional connectome from structural connectome
        Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
        [Chen, Hanbo, Li, Kaiming, Zhu, Dajiang, Liu, Tianming]. 978--981.
      • Conference Proceeding
        Identifying functional connectomics abnormality in attention deficit hyperactivity disorder
        Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
        [Wang, Peng, Zhu, Dajiang, Li, Xiang, Chen, Hanbo, Jiang, Xi, Sun, Li, Cao, Qingjiu, An, Li, Liu, Tianming, Wang, Yufeng]. 544--547.
      • Conference Proceeding
        Identifying functional networks via sparse coding of whole brain FMRI signals
        Neural Engineering (NER), 2013 6th International IEEE/EMBS Conference on
        [Lv, Jinglei, Jiang, Xi, Li, Xiang, Zhu, Dajiang, Chen, Hanbo, Zhang, Tuo, Zhang, Shu, Hu, Xintao, Han, Junwei, Huang, Heng, others]. 778--781.
      • Conference Proceeding
        Inferring functional network-based signatures via structurally-weighted LASSO model
        Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
        [Zhu, Dajiang, Shen, Dinggang, Liu, Tianming]. 970--973.
      • Conference Proceeding
        Modeling brain functional dynamics via hidden Markov models
        Neural Engineering (NER), 2013 6th International IEEE/EMBS Conference on
        [Ou, Jinli, Xie, Li, Wang, Peng, Li, Xiang, Zhu, Dajiang, Jiang, Rongxin, Wang, Yufeng, Chen, Yaowu, Zhang, Jing, Liu, Tianming]. 569--572.
      • Conference Proceeding
        Modeling Cognitive Processes via Multi-stage Consistent Functional Response Detection
        International Workshop on Multimodal Brain Image Analysis
        [Lv, Jinglei, Zhu, Dajiang, Jiang, Xi, Li, Kaiming, Hu, Xintao, Han, Junwei, Guo, Lei, Liu, Tianming]. 180--188.
      • Conference Proceeding
        Predictive models of resting state networks for assessment of altered functional connectivity in MCI
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Jiang, Xi, Zhu, Dajiang, Li, Kaiming, Zhang, Tuo, Shen, Dinggang, Guo, Lei, Liu, Tianming]. 674--681.
      • Conference Proceeding
        Sparse representation of group-wise fMRI signals
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Lv, Jinglei, Li, Xiang, Zhu, Dajiang, Jiang, Xi, Zhang, Xin, Hu, Xintao, Zhang, Tuo, Guo, Lei, Liu, Tianming]. 608--616.
      • Conference Proceeding
        Sparse representation of higher-order functional interaction patterns in task-based FMRI data
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Zhang, Shu, Li, Xiang, Lv, Jinglei, Jiang, Xi, Zhu, Dajiang, Chen, Hanbo, Zhang, Tuo, Guo, Lei, Liu, Tianming]. 626--634.

      2012
      • Conference Proceeding
        Characterization of task-free/task-performance brain states
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Zhang, Xin, Guo, Lei, Li, Xiang, Zhu, Dajiang, Li, Kaiming, Sun, Zhenqiang, Jin, Changfeng, Hu, Xintao, Han, Junwei, Zhao, Qun, others]. 237--245.
      • Conference Proceeding
        Group-wise consistent fiber clustering based on multimodal connectional and functional profiles
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Ge, Bao, Guo, Lei, Zhang, Tuo, Zhu, Dajiang, Li, Kaiming, Hu, Xintao, Han, Junwei, Liu, Tianming]. 485--492.
      • Conference Proceeding
        Group-wise consistent parcellation of gyri via adaptive multi-view spectral clustering of fiber shapes
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Chen, Hanbo, Cai, Xiao, Zhu, Dajiang, Nie, Feiping, Liu, Tianming, Huang, Heng]. 271--279.
      • Conference Proceeding
        Inferring group-wise consistent multimodal brain networks via multi-view spectral clustering
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Chen, Hanbo, Li, Kaiming, Zhu, Dajiang, Zhang, Tuo, Jin, Changfeng, Guo, Lei, Li, Lingjiang, Liu, Tianming]. 297--304.
      • Conference Proceeding
        Optimization of fMRI-derived ROIs based on coherent functional interaction patterns
        International Conference on Medical Image Computing and Computer-Assisted Intervention
        [Deng, Fan, Zhu, Dajiang, Liu, Tianming]. 214--222.

      2011
      • Conference Proceeding
        Activated fibers: fiber-centered activation detection in task-based FMRI
        Biennial International Conference on Information Processing in Medical Imaging
        [Lv, Jinglei, Guo, Lei, Li, Kaiming, Hu, Xintao, Zhu, Dajiang, Han, Junwei, Liu, Tianming]. 574--587.
      • Conference Proceeding
        Discovering dense and consistent landmarks in the brain
        Biennial International Conference on Information Processing in Medical Imaging
        [Zhu, Dajiang, Zhang, Degang, Faraco, Carlos, Li, Kaiming, Deng, Fan, Chen, Hanbo, Jiang, Xi, Guo, Lei, Miller, LStephen, Liu, Tianming]. 97--110.
      • Conference Proceeding
        Fine granularity parcellation of Gyrus via fiber shape and connectivity based features
        Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
        [Zhu, Dajiang, Li, Kaiming, Deng, Fan, Zhang, Degang, Jiang, Xi, Chen, Hanbo, Guo, Lei, Miller, LStephen, Liu, Tianming]. 817--821.
      • Conference Proceeding
        Identification of cortical landmarks based on consistent connectivity to subcortical structures
        International Workshop on Multimodal Brain Image Analysis
        [Zhang, Degang, Guo, Lei, Zhu, Dajiang, Zhang, Tuo, Hu, Xintao, Li, Kaiming, Jiang, Xi, Chen, Hanbo, Lv, Jinglei, Deng, Fan, others]. 68--75.

      2010
      • Conference Proceeding
        Automatic cortical surface parcellation based on fiber density information
        Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
        [Zhang, Degang, Guo, Lei, Li, Gang, Nie, Jingxin, Deng, Fan, Li, Kaiming, Hu, Xintao, Zhang, Tuo, Jiang, Xi, Zhu, Dajiang, others]. 1133--1136.
      • Conference Proceeding
        Bridging low-level features and high-level semantics via fMRI brain imaging for video classification
        Proceedings of the 18th ACM international conference on Multimedia
        [Hu, Xintao, Deng, Fan, Li, Kaiming, Zhang, Tuo, Chen, Hanbo, Jiang, Xi, Lv, Jinglei, Zhu, Dajiang, Faraco, Carlos, Zhang, Degang, others]. 451--460.
      • Conference Proceeding
        Human-friendly attention models for video summarization
        ACM Conference on Multimodal Interfaces
        [Li, K, Zhang, T, Hu, X, Zhu, Dajiang, Chen, H, Jiang, X, Deng, F, Lv, J, Faraco, CC, Zhang, D, others].
      • Conference Proceeding
        Individualized ROI optimization via maximization of group-wise consistency of structural and functional profiles
        Advances in Neural Information Processing Systems
        [Li, Kaiming, Guo, Lei, Faraco, Carlos, Zhu, Dajiang, Deng, Fan, Zhang, Tuo, Jiang, Xi, Zhang, Degang, Chen, Hanbo, Hu, Xintao, others]. 1369--1377.

Students Supervised

    • Present
      Dissertation Committee Member
      Jingyu Yang, (Computer Science and Engineer)
    • Present
      Dissertation Committee Member
      Ashwin Raju, (Computer Science and Engineer)
    • Present
      Dissertation Committee Chair
      Lu Zhang, (Computer Science and Engineer)
    • Present
      Dissertation Committee Member
      Aashara Shrestha, (Computer Science and Engineer)
    • Present
      Dissertation Committee Member
      Chaochao Yan, (Computer Science and Engineer)
    • Present
      Dissertation Committee Member
      Marnim Galib, (Computer Science and Engineer)
    • Present
      Dissertation Committee Member
      Mohammad Minhazul Haq, (Computer Science and Engineer)
    • Present
      Dissertation Committee Member
      Ogenna Esimai, (Computer Science and Engineer)
    • Present
      Dissertation Committee Chair
      Akib Zaman, (Computer Science and Engineer)
    • Present
      Dissertation Committee Member
      Di Ming,
    • Present
      Dissertation Committee Member
      Ruoyu Li, (Computer Science and Engineer)
    • Present
      Dissertation Committee Member
      Sheng Wang, (Computer Science and Engineer)
    • Present
      Dissertation Committee Member
      Xinliang Zhu, (Computer Science and Engineer)
    • Present
      Dissertation Committee Member
      Zahra Anvari, (Computer Science and Engineer)
    • Mar 2020
      Dissertation Committee Member
      Xin Miao, (Computer Science and Engineer)
    • Dec 2019
      Master's Thesis Committee Chair
      Sudheer Raja, (Computer Science and Engineer)
    • Nov 2019
      Master's Thesis Committee Member
      Zhifei Deng, (Computer Science and Engineer)
    • Aug 2019
      Dissertation Committee Member
      Jiawen Yao, (Computer Science and Engineer)
    • Dec 2018
      Dissertation Committee Member
      Zheng Xu, (Computer Science and Engineer)

Courses

      • CSE 6363-005 MACHINE LEARNING
        (Course Id: 102604)
        Spring - Regular Academic Session - 2021 Download Syllabus
      • CSE 5698-027 MASTER'S THESIS II
        (Course Id: 102571)
        Spring - Regular Academic Session - 2021
      • CSE 6397-027 RESEARCH IN COMPUTER SCIENCE
        (Course Id: 102609)
        Spring - Regular Academic Session - 2021
      • CSE 6697-027 RESEARCH IN COMPUTER SCIENCE
        (Course Id: 102614)
        Spring - Regular Academic Session - 2021
      • CSE 6389-001 ADV MM, GRAPHICS, IMAGE PROC
        (Course Id: 110982)
        Fall - Regular Academic Session - 2020 Download Syllabus
      • CSE 6389-900 ADV MM, GRAPHICS, IMAGE PROC
        (Course Id: 110982)
        Fall - Regular Academic Session - 2020 Download Syllabus
      • CSE 5393-027 DIRECTED STUDY IN COMPUTER SCI
        (Course Id: 102562)
        Fall - Regular Academic Session - 2020
      • CSE 6363-001 MACHINE LEARNING
        (Course Id: 102604)
        Fall - Regular Academic Session - 2020 Download Syllabus
      • CSE 6363-900 MACHINE LEARNING
        (Course Id: 102604)
        Fall - Regular Academic Session - 2020 Download Syllabus
      • CSE 6697-027 RESEARCH IN COMPUTER SCIENCE
        (Course Id: 102614)
        Fall - Regular Academic Session - 2020
      • CSE 6363-005 MACHINE LEARNING
        (Course Id: 102604)
        Spring - Regular Academic Session - 2020 Download Syllabus
      • CSE 6397-027 RESEARCH IN COMPUTER SCIENCE
        (Course Id: 102609)
        Spring - Regular Academic Session - 2020
      • CSE 6697-027 RESEARCH IN COMPUTER SCIENCE
        (Course Id: 102614)
        Spring - Regular Academic Session - 2020
      • CSE 6363-001 MACHINE LEARNING
        (Course Id: 102604)
        Fall - Regular Academic Session - 2019 Download Syllabus
      • CSE 5698-027 MASTER'S THESIS II
        (Course Id: 102571)
        Fall - Regular Academic Session - 2019
      • CSE 6397-027 RESEARCH IN COMPUTER SCIENCE
        (Course Id: 102609)
        Fall - Regular Academic Session - 2019
      • CSE 6697-027 RESEARCH IN COMPUTER SCIENCE
        (Course Id: 102614)
        Fall - Regular Academic Session - 2019
      • CSE 4334-003 DATA MINING
        (Course Id: 111685)
        Spring - Regular Academic Session - 2019
      • CSE 5334-003 DATA MINING
        (Course Id: 102532)
        Spring - Regular Academic Session - 2019
      • CSE 5334-020 DATA MINING
        (Course Id: 102532)
        Spring - Regular Academic Session - 2019
      • CSE 5698-027 MASTER'S THESIS II
        (Course Id: 102571)
        Spring - Regular Academic Session - 2019
      • CSE 6397-027 RESEARCH IN COMPUTER SCIENCE
        (Course Id: 102609)
        Spring - Regular Academic Session - 2019
      • CSE 6363-001 MACHINE LEARNING
        (Course Id: 102604)
        Fall - Regular Academic Session - 2018
      • CSE 5398-027 MASTER'S THESIS I
        (Course Id: 102566)
        Fall - Regular Academic Session - 2018
      • CSE 6397-027 RESEARCH IN COMPUTER SCIENCE
        (Course Id: 102609)
        Fall - Regular Academic Session - 2018
      • CSE 2315-002 DISCRETE STRUCTURES
        (Course Id: 102417)
        Spring - Regular Academic Session - 2018 Download Syllabus
      • CSE 6397-027 RESEARCH IN COMPUTER SCIENCE
        (Course Id: 102609)
        Spring - Regular Academic Session - 2018
      • CSE 6363-001 MACHINE LEARNING
        (Course Id: 102604)
        Fall - Regular Academic Session - 2017 Download Syllabus

Service to the Profession

    • July 2020 to  Present
      Editor, Associate Editor
      Frontiers in Human Neuroscience
    • 2018 to  Present
      Committee Member
      AAAI
    • 2016 to  Present
      Reviewer, Journal Article
      Scientific Reports
    • 2015 to  Present
      Committee Member
      HPC-MICCAI
    • 2015 to  Present
      Reviewer, Conference Paper
      International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI)
    • 2015 to  Present
      Reviewer, Journal Article
      Journal of Alzheimer’s Disease
    • 2015 to  Present
      Reviewer, Journal Article
      Neurobiology of Aging
    • 2015 to  Present
      Reviewer, Journal Article
      PLOS ONE
    • 2014 to  Present
      Reviewer, Journal Article
      Human Brain Mapping
    • 2014 to  Present
      Reviewer, Journal Article
      IEEE Transactions on Medical Imaging
    • 2014 to  Present
      Reviewer, Journal Article
      IEEE/ACM Transactions on Computational Biology and bioinformatics
    • 2014 to  Present
      Reviewer, Conference Paper
      International Symposium on Biomedical Imaging: From Nano to Macro (ISBI)
    • 2014 to  Present
      Committee Member
      MLMI-MICCAI
    • 2013 to  Present
      Reviewer, Journal Article
      BMC Bioinformatics
    • 2013 to  Present
      Reviewer, Journal Article
      Frontiers in Computational Neuroscience
    • 2013 to  Present
      Reviewer, Journal Article
      IEEE MultiMedia
    • 2013 to  Present
      Reviewer, Journal Article
      IEEE/ACM Transactions on Biomedical Engineering
    • 2013 to  Present
      Reviewer, Journal Article
      International Journal of Image and Graphics
    • 2013 to  Present
      Reviewer, Journal Article
      Machine vision and Applications
    • 2013 to  Present
      Committee Member
      MBIA-MICCAI
    • 2013 to  Present
      Reviewer, Journal Article
      Neurocomputing