Jingyu Liu

Publication Activity (10 Years)

Years Active: 2005-2024
Publications (10 Years): 34

Top Topics

Independent Component Analysis

Network Connectivity

Top Venues

Publications

Riyasat Ohib, Bishal Thapaliya, Gintare Karolina Dziugaite, Jingyu Liu, Vince D. Calhoun, Sergey M. Plis
Unmasking Efficiency: Learning Salient Sparse Models in Non-IID Federated Learning. CoRR (2024)
Rekha Saha, Debbrata K. Saha, Md Abdur Rahaman, Zening Fu, Jingyu Liu, Vince D. Calhoun
A Method to Estimate Longitudinal Change Patterns in Functional Network Connectivity of the Developing Brain Relevant to Psychiatric Problems, Cognition, and Age. Brain Connect. 14 (2) (2024)
Bishal Thapaliya, Robyn L. Miller, Jiayu Chen, Yu-Ping Wang, Esra Akbas, Ram Sapkota, Bhaskar Ray, Pranav Suresh, Santosh Ghimire, Vince D. Calhoun, Jingyu Liu
DSAM: A Deep Learning Framework for Analyzing Temporal and Spatial Dynamics in Brain Networks. CoRR (2024)
Ram Sapkota, Bishal Thapaliya, Pranav Suresh, Bhaskar Ray, Vince D. Calhoun, Jingyu Liu
Multimodal Imaging Feature Extraction with Reference Canonical Correlation Analysis Underlying Intelligence. ICASSP (2024)
Chan Aek Panichvatana, Jiayu Chen, Bradley T. Baker, Bishal Thapaliya, Vince D. Calhoun, Jingyu Liu
Decentralized Parallel Independent Component Analysis for Multimodal, Multisite Data. EMBC (2023)
Riyasat Ohib, Bishal Thapaliya, Pratyush Gaggenapalli, Jingyu Liu, Vince D. Calhoun, Sergey M. Plis
SalientGrads: Sparse Models for Communication Efficient and Data Aware Distributed Federated Training. CoRR (2023)
Mohammad S. Eslampanah Sendi, Elaheh Zendehrouh, Zening Fu, Jingyu Liu, Yuhui Du, Elizabeth Mormino, David H. Salat, Vince D. Calhoun, Robyn L. Miller
Disrupted Dynamic Functional Network Connectivity Among Cognitive Control Networks in the Progression of Alzheimer's Disease. Brain Connect. 13 (6) (2023)
Armin Iraji, Jiayu Chen, Ashkan Faghiri, Zening Fu, Jingyu Liu, Juan R. Bustillo, Tülay Adali, Mukesh Dhamala, Vince D. Calhoun
Capturing Spatial Dynamics Using Time-Resolved Referenced-Informed Network Estimation Techniques. ISBI (2023)
Kuaikuai Duan, Rogers F. Silva, Jingyu Liu, Oktay Agcaoglu, Vince D. Calhoun
Any-Way Independent Component Analysis with Reference. ISBI (2023)
Bishal Thapaliya, Esra Akbas, Jiayu Chen, Raam Sapkota, Bhaskar Ray, Pranav Suresh, Vince D. Calhoun, Jingyu Liu
Brain Networks and Intelligence: A Graph Neural Network Based Approach to Resting State fMRI Data. CoRR (2023)
Pranav Suresh, Bhaskar Ray, Bishal Thapaliya, Britny Farahdel, Behnam Kazemivash, Jiayu Chen, Kuaikuai Duan, Vince D. Calhoun, Jingyu Liu
Effective Training Strategy for NN Models of Working Memory Classification with Limited Samples. ISBI (2023)
Zening Fu, Mustafa S. Salman, Jingyu Liu, Vince D. Calhoun
Functional Connectivity Stability: A Signature of Neurocognitive Development and Psychiatric Problems in Children. EMBC (2022)
Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D. Sarwate, Sergey M. Plis, Jingyu Liu, Eric Verner, Vince D. Calhoun
Decentralized Brain Age Estimation Using MRI Data. Neuroinformatics 20 (4) (2022)
Yuda Bi, Anees Abrol, Zening Fu, Jiayu Chen, Jingyu Liu, Vince D. Calhoun
Prediction of Gender from Longitudinal MRI data via Deep Learning on Adolescent Data Reveals Unique Patterns Associated with Brain Structure and Change over a Two-year Period. CoRR (2022)
Thomas DeRamus, Armin Iraji, Zening Fu, Rogers F. Silva, Julia M. Stephen, Tony W. Wilson, Yu-Ping Wang, Yuhui Du, Jingyu Liu, Vince D. Calhoun
Stability of functional network connectivity (FNC) values across multiple spatial normalization pipelines in spatially constrained independent component analysis. BIBE (2021)
Britny Farahdel, Bishal Thapaliya, Pranav Suresh, Bhaskar Ray, Vince D. Calhoun, Jingyu Liu
Confirmatory Factor Analysis on Mental Health Status using ABCD Cohort. BIBM (2021)
Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Jingyu Liu, Eric Verner, Vince D. Calhoun
Federation of Brain Age Estimation in Structural Neuroimaging Data. EMBC (2021)
Yuntong Bai, Yun Gong, Jianchao Bai, Jingyu Liu, Hong-Wen Deng, Vince D. Calhoun, Yu-Ping Wang
A Joint Analysis of Multi-Paradigm fMRI Data With Its Application to Cognitive Study. IEEE Trans. Medical Imaging 40 (3) (2021)
Pranav Suresh, Bhaskar Ray, Kuaikuai Duan, Jiayu Chen, Gido Schoenmacker, Barbara Franke, Jan K. Buitelaar, Emma Sprooten, Alejandro Arias-Vasquez, Jessica A. Turner, Jingyu Liu
Evaluating the Neuroimaging-Genetic Prediction of Symptom Changes in Individuals with ADHD. EMBC (2021)
Bishal Thapaliya, Vince D. Calhoun, Jingyu Liu
Environmental and genome-wide association study on children anxiety and depression. BIBM (2021)
Bhaskar Ray, Kuaikuai Duan, Jiayu Chen, Zening Fu, Pranav Suresh, Sarah Johnson, Vince D. Calhoun, Jingyu Liu
Multimodal Brain Age Prediction with Feature Selection and Comparison. EMBC (2021)
Md Abdur Rahaman, Daniel H. Mathalon, Hyo Jong Lee, Wenhao Jiang, Bryon A. Mueller, Ole A. Andreassen, Ingrid Agartz, Scott R. Sponheim, Andrew R. Mayer, Julia M. Stephen, Rex E. Jung, Jessica A. Turner, José M. Cañive, Juan R. Bustillo, Vince D. Calhoun, Cota Navin Gupta, Srinivas Rachakonda, Jiayu Chen, Jingyu Liu, Theo G. M. van Erp, Steven G. Potkin, Judith M. Ford
N-BiC: A Method for Multi-Component and Symptom Biclustering of Structural MRI Data: Application to Schizophrenia. IEEE Trans. Biomed. Eng. 67 (1) (2020)
Kuaikuai Duan, Vince D. Calhoun, Jingyu Liu, Rogers F. Silva
aNy-way Independent Component Analysis. EMBC (2020)
Haleh Falakshahi, Victor M. Vergara, Jingyu Liu, Daniel H. Mathalon, Judith M. Ford, James Voyvodic, Bryon A. Mueller, Aysenil Belger, Sarah C. McEwen, Steven G. Potkin, Adrian Preda, Hooman Rokham, Jing Sui, Jessica A. Turner, Sergey M. Plis, Vince D. Calhoun
Meta-Modal Information Flow: A Method for Capturing Multimodal Modular Disconnectivity in Schizophrenia. IEEE Trans. Biomed. Eng. 67 (9) (2020)
Haleh Falakshahi, Victor M. Vergara, Jingyu Liu, Daniel H. Mathalon, Judith M. Ford, James Voyvodic, Bryon A. Mueller, Aysenil Belger, Sarah C. McEwen, Steven G. Potkin, Adrian Preda, Hooman Rokham, Jing Sui, Jessica A. Turner, Sergey M. Plis, Vince D. Calhoun
Meta-modal Information Flow: A Method for Capturing Multimodal Modular Disconnectivity in Schizophrenia. CoRR (2020)
Ian F. Akyildiz, Massimiliano Pierobon, Sasitharan Balasubramaniam, Jiankang Zhang, Taihai Chen, Shida Zhong, Jingjing Wang, Wenbo Zhang, Xin Zuo, Robert G. Maunder, Lajos Hanzo, Jiayu Chen, Jingyu Liu, Vince D. Calhoun, Alexander B. Magoun
Scanning the Issue. Proc. IEEE 107 (5) (2019)
Kuaikuai Duan, Rogers F. Silva, Jiayu Chen, Dongdong Lin, Vince D. Calhoun, Jingyu Liu
Sparse Infomax Based on Hoyer Projection and its Application to Simulated Structural MRI and SNP Data. ISBI (2019)
Barnaly Rashid, Jiayu Chen, Ishtiaque Rashid, Eswar Damaraju, Jingyu Liu, Robyn L. Miller, Oktay Agcaoglu, Theo G. M. van Erp, Kelvin O. Lim, Jessica A. Turner, Daniel H. Mathalon, Judith M. Ford, James Voyvodic, Bryon A. Mueller, Aysenil Belger, Sarah C. McEwen, Steven G. Potkin, Adrian Preda, Vince D. Calhoun
A framework for linking resting-state chronnectome/genome features in schizophrenia: A pilot study. NeuroImage 184 (2019)
Dongdong Lin, Kent Hutchison, Salvador Portillo, Victor Vegara, Jarrod M. Ellingson, Jingyu Liu, Kenneth S. Krauter, Amanda Carroll-Portillo, Vince D. Calhoun
Association between the oral microbiome and brain resting state connectivity in smokers. NeuroImage 200 (2019)
Jiayu Chen, Jingyu Liu, Vince D. Calhoun
Translational Potential of Neuroimaging Genomic Analyses to Diagnosis and Treatment in Mental Disorders. Proc. IEEE 107 (5) (2019)
Wenxing Hu, Dongdong Lin, Shaolong Cao, Jingyu Liu, Jiayu Chen, Vince D. Calhoun, Yu-Ping Wang
Adaptive Sparse Multiple Canonical Correlation Analysis With Application to Imaging (Epi)Genomics Study of Schizophrenia. IEEE Trans. Biomed. Eng. 65 (2) (2018)
Flor A. Espinoza, Jessica A. Turner, Victor M. Vergara, Robyn L. Miller, Eva Mennigen, Jingyu Liu, Maria B. Misiura, Jennifer Ciarochi, Hans J. Johnson, Jeffrey D. Long, Henry Jeremy Bockholt, Vincent A. Magnotta, Jane S. Paulsen, Vince D. Calhoun
Whole-Brain Connectivity in a Large Study of Huntington's Disease Gene Mutation Carriers and Healthy Controls. Brain Connect. 8 (3) (2018)
C. J. Aine, Henry Jeremy Bockholt, Juan R. Bustillo, José M. Cañive, Arvind Caprihan, Charles Gasparovic, Faith M. Hanlon, Jon M. Houck, Rex E. Jung, John Lauriello, Jingyu Liu, Andy R. Mayer, Nora I. Perrone-Bizzozero, Stefan Posse, Julia M. Stephen, Jessica A. Turner, Vincent P. Clark, Vince D. Calhoun
Multimodal Neuroimaging in Schizophrenia: Description and Dissemination. Neuroinformatics 15 (4) (2017)
Victor M. Vergara, Jingyu Liu, Eric D. Claus, Kent Hutchison, Vince D. Calhoun
Alterations of resting state functional network connectivity in the brain of nicotine and alcohol users. NeuroImage 151 (2017)
Jingyu Liu, Jiayu Chen, Vince D. Calhoun
Parallel group ICA for multimodal biomedical data analyses. BIBM (2015)
Yuhui Du, Godfrey D. Pearlson, Jingyu Liu, Jing Sui, Qingbao Yu, Hao He, Eduardo Castro, Vince D. Calhoun
A group ICA based framework for evaluating resting fMRI markers when disease categories are unclear: application to schizophrenia, bipolar, and schizoaffective disorders. NeuroImage 122 (2015)
Victor M. Vergara, Alvaro Ulloa, Vince D. Calhoun, David Boutte, Jiayu Chen, Jingyu Liu
A three-way parallel ICA approach to analyze links among genetics, brain structure and brain function. NeuroImage 98 (2014)
Alvaro Ulloa, Paul Rodríguez, Jingyu Liu, Vince D. Calhoun, Marios S. Pattichis
A quasi-local method for instantaneous frequency estimation with application to structural magnetic resonance images. EMBC (2014)
Jiayu Chen, Vince D. Calhoun, Alvaro E. Ulloa, Jingyu Liu
Parallel ICA with multiple references: A semi-blind multivariate approach. EMBC (2014)
Yuhui Du, Jingyu Liu, Jing Sui, Hao He, Godfrey D. Pearlson, Vince D. Calhoun
Exploring difference and overlap between schizophrenia, schizoaffective and bipolar disorders using resting-state brain functional networks. EMBC (2014)
Alvaro Ulloa, Jingyu Liu, Victor M. Vergara, Jiayu Chen, Vince D. Calhoun, Marios S. Pattichis
Three-way parallel independent component analysis for imaging genetics using multi-objective optimization. EMBC (2014)
Jingyu Liu, Vince D. Calhoun
A review of multivariate analyses in imaging genetics. Frontiers Neuroinformatics 8 (2014)
Jiayu Chen, Vince D. Calhoun, Godfrey D. Pearlson, Nora I. Perrone-Bizzozero, Jing Sui, Jessica A. Turner, Juan R. Bustillo, Stefan Ehrlich, Scott R. Sponheim, José M. Cañive, Beng-Choon Ho, Jingyu Liu
Guided exploration of genomic risk for gray matter abnormalities in schizophrenia using parallel independent component analysis with reference. NeuroImage 83 (2013)
Jiayu Chen, Vince D. Calhoun, Godfrey D. Pearlson, Stefan Ehrlich, Jessica A. Turner, Beng-Choon Ho, Thomas H. Wassink, Andrew Michael, Jingyu Liu
Multifaceted genomic risk for brain function in schizophrenia. NeuroImage 61 (4) (2012)
Shashwath A. Meda, Balaji Narayanan, Jingyu Liu, Nora I. Perrone-Bizzozero, Michael C. Stevens, Vince D. Calhoun, David C. Glahn, Li Shen, Shannon L. Risacher, Andrew J. Saykin, Godfrey D. Pearlson
A large scale multivariate parallel ICA method reveals novel imaging-genetic relationships for Alzheimer's disease in the ADNI cohort. NeuroImage 60 (3) (2012)
Jing Sui, Hao He, Jingyu Liu, Qingbao Yu, Tülay Adali, Godfrey D. Pearlson, Vince D. Calhoun
Three-way FMRI-DTI-methylation data fusion based on mCCA+jICA and its application to schizophrenia. EMBC (2012)
Jiayu Chen, Vince D. Calhoun, Jingyu Liu
ICA order selection based on consistency: Application to genotype data. EMBC (2012)
Shashwath A. Meda, Balaji Narayanan, Jingyu Liu, Nora I. Perrone-Bizzozero, Michael C. Stevens, Vince D. Calhoun, David C. Glahn, Li Shen, Shannon L. Risacher, Andrew J. Saykin, Godfrey D. Pearlson
Erratum to "A large scale multivariate parallel ICA method reveals novel imaging-genetic relationships for Alzheimer's Disease in the ADNI cohort" [Neuroimage 60/3(2012) 1608-1621]. NeuroImage 62 (3) (2012)
Jiayu Chen, Jingyu Liu, David Boutte, Vince D. Calhoun
A pipeline for copy number variation detection based on principal component analysis. EMBC (2011)
Jing Sui, Godfrey D. Pearlson, Arvind Caprihan, Tülay Adali, Kent A. Kiehl, Jingyu Liu, Jeremy Yamamoto, Vince D. Calhoun
Discriminating schizophrenia and bipolar disorder by fusing fMRI and DTI in a multimodal CCA+ joint ICA model. NeuroImage 57 (3) (2011)
David Boutte, Jingyu Liu
Sparse canonical correlation analysis applied to fMRI and genetic data fusion. BIBM (2010)
Jiayu Chen, Jingyu Liu, Vince D. Calhoun
Correction of copy number variation data using principal component analysis. BIBM Workshops (2010)
Shashwath A. Meda, Kanchana Jagannathan, Joel Gelernter, Vince D. Calhoun, Jingyu Liu, Michael C. Stevens, Godfrey D. Pearlson
A pilot multivariate parallel ICA study to investigate differential linkage between neural networks and genetic profiles in schizophrenia. NeuroImage 53 (3) (2010)
Vince D. Calhoun, Jingyu Liu, Tülay Adali
A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data. NeuroImage 45 (1) (2009)
Jingyu Liu, Kent A. Kiehl, Godfrey D. Pearlson, Nora I. Perrone-Bizzozero, Tom Eichele, Vince D. Calhoun
Genetic determinants of target and novelty-related event-related potentials in the auditory oddball response. NeuroImage 46 (3) (2009)
Oguz Demirci, Michael C. Stevens, Nancy Andreasen, Andrew Michael, Jingyu Liu, Tonya White, Godfrey D. Pearlson, Vincent P. Clark, Vince D. Calhoun
Investigation of relationships between fMRI brain networks in the spectral domain using ICA and Granger causality reveals distinct differences between schizophrenia patients and healthy controls. NeuroImage 46 (2) (2009)
Jingyu Liu, Lai Xu, Arvind Caprihan, Vince D. Calhoun
Extracting principle components for discriminant analysis of FMRI images. ICASSP (2008)
Jingyu Liu, Oguz Demirci, Vincent D. Calhoun
A Parallel Independent Component Analysis Approach to Investigate Genomic Influence on Brain Function. IEEE Signal Process. Lett. 15 (2008)
Lai Xu, Jingyu Liu, Tülay Adali, Vince D. Calhoun
Source based morphometry using structural MRI phase images to identify sources of gray matter and white matter relative differences in schizophrenia versus controls. ICASSP (2008)
Jing Sui, Jingyu Liu, Lei Wu, Andrew Michael, Lai Xu, Tülay Adali, Vince D. Calhoun
A constrained coefficient ica algorithm for group difference enhancement. ICASSP (2008)
Jingyu Liu, Vince D. Calhoun
Parallel Independent Component Analysis for Multimodal Analysis: Application to FMRI and EEG Data. ISBI (2007)
Vince D. Calhoun, Tülay Adali, Jingyu Liu
A feature-based approach to combine functional MRI, structural MRI and EEG brain imaging data. EMBC (2006)
Akaysha C. Tang, Matthew T. Sutherland, Christopher J. McKinney, Jingyu Liu, Yan Wang, Lucas C. Parra, Adam D. Gerson, Paul Sajda
Classifying Single-Trial ERPs from Visual and Frontal Cortex during Free Viewing. IJCNN (2006)
Akaysha C. Tang, Jingyu Liu, Matthew T. Sutherland
Recovery of correlated neuronal sources from EEG: The good and bad ways of using SOBI. NeuroImage 28 (2) (2005)