Jingyu Liu

Orcid: 0000-0002-1724-7523

Affiliations:
  • Georgia State University, Atlanta, GA, USA


According to our database1, Jingyu Liu authored at least 59 papers between 2005 and 2023.

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Bibliography

2023
Disrupted Dynamic Functional Network Connectivity Among Cognitive Control Networks in the Progression of Alzheimer's Disease.
Brain Connect., August, 2023

Brain Networks and Intelligence: A Graph Neural Network Based Approach to Resting State fMRI Data.
CoRR, 2023

SalientGrads: Sparse Models for Communication Efficient and Data Aware Distributed Federated Training.
CoRR, 2023

Effective Training Strategy for NN Models of Working Memory Classification with Limited Samples.
Proceedings of the 20th IEEE International Symposium on Biomedical Imaging, 2023

Capturing Spatial Dynamics Using Time-Resolved Referenced-Informed Network Estimation Techniques.
Proceedings of the 20th IEEE International Symposium on Biomedical Imaging, 2023

Any-Way Independent Component Analysis with Reference.
Proceedings of the 20th IEEE International Symposium on Biomedical Imaging, 2023

Decentralized Parallel Independent Component Analysis for Multimodal, Multisite Data.
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

2022
Decentralized Brain Age Estimation Using MRI Data.
Neuroinformatics, 2022

Functional Connectivity Stability: A Signature of Neurocognitive Development and Psychiatric Problems in Children.
Proceedings of the 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2022

2021
A Joint Analysis of Multi-Paradigm fMRI Data With Its Application to Cognitive Study.
IEEE Trans. Medical Imaging, 2021

The Developmental Chronnecto-Genomics (Dev-CoG) study: A multimodal study on the developing brain.
NeuroImage, 2021

Evaluating the Neuroimaging-Genetic Prediction of Symptom Changes in Individuals with ADHD.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Multimodal Brain Age Prediction with Feature Selection and Comparison.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Federation of Brain Age Estimation in Structural Neuroimaging Data.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021

Environmental and genome-wide association study on children anxiety and depression.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2021

Confirmatory Factor Analysis on Mental Health Status using ABCD Cohort.
Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2021

Stability of functional network connectivity (FNC) values across multiple spatial normalization pipelines in spatially constrained independent component analysis.
Proceedings of the 21st IEEE International Conference on Bioinformatics and Bioengineering, 2021

2020
N-BiC: A Method for Multi-Component and Symptom Biclustering of Structural MRI Data: Application to Schizophrenia.
IEEE Trans. Biomed. Eng., 2020

Meta-Modal Information Flow: A Method for Capturing Multimodal Modular Disconnectivity in Schizophrenia.
IEEE Trans. Biomed. Eng., 2020

aNy-way Independent Component Analysis.
Proceedings of the 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2020

2019
Translational Potential of Neuroimaging Genomic Analyses to Diagnosis and Treatment in Mental Disorders.
Proc. IEEE, 2019

Scanning the Issue.
Proc. IEEE, 2019

A framework for linking resting-state chronnectome/genome features in schizophrenia: A pilot study.
NeuroImage, 2019

Association between the oral microbiome and brain resting state connectivity in smokers.
NeuroImage, 2019

Sparse Infomax Based on Hoyer Projection and its Application to Simulated Structural MRI and SNP Data.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

2018
Adaptive Sparse Multiple Canonical Correlation Analysis With Application to Imaging (Epi)Genomics Study of Schizophrenia.
IEEE Trans. Biomed. Eng., 2018

Whole-Brain Connectivity in a Large Study of Huntington's Disease Gene Mutation Carriers and Healthy Controls.
Brain Connect., 2018

2017
Multimodal Neuroimaging in Schizophrenia: Description and Dissemination.
Neuroinformatics, 2017

Alterations of resting state functional network connectivity in the brain of nicotine and alcohol users.
NeuroImage, 2017

2015
A group ICA based framework for evaluating resting fMRI markers when disease categories are unclear: application to schizophrenia, bipolar, and schizoaffective disorders.
NeuroImage, 2015

Parallel group ICA for multimodal biomedical data analyses.
Proceedings of the 2015 IEEE International Conference on Bioinformatics and Biomedicine, 2015

2014
A three-way parallel ICA approach to analyze links among genetics, brain structure and brain function.
NeuroImage, 2014

A review of multivariate analyses in imaging genetics.
Frontiers Neuroinformatics, 2014

A quasi-local method for instantaneous frequency estimation with application to structural magnetic resonance images.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Three-way parallel independent component analysis for imaging genetics using multi-objective optimization.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Exploring difference and overlap between schizophrenia, schizoaffective and bipolar disorders using resting-state brain functional networks.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Parallel ICA with multiple references: A semi-blind multivariate approach.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

2013
Guided exploration of genomic risk for gray matter abnormalities in schizophrenia using parallel independent component analysis with reference.
NeuroImage, 2013

2012
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, 2012

A large scale multivariate parallel ICA method reveals novel imaging-genetic relationships for Alzheimer's disease in the ADNI cohort.
NeuroImage, 2012

Multifaceted genomic risk for brain function in schizophrenia.
NeuroImage, 2012

Three-way FMRI-DTI-methylation data fusion based on mCCA+jICA and its application to schizophrenia.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

ICA order selection based on consistency: Application to genotype data.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

2011
Discriminating schizophrenia and bipolar disorder by fusing fMRI and DTI in a multimodal CCA+ joint ICA model.
NeuroImage, 2011

A pipeline for copy number variation detection based on principal component analysis.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

2010
A pilot multivariate parallel ICA study to investigate differential linkage between neural networks and genetic profiles in schizophrenia.
NeuroImage, 2010

Correction of copy number variation data using principal component analysis.
Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine Workshops, 2010

Sparse canonical correlation analysis applied to fMRI and genetic data fusion.
Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine, 2010

2009
Genetic determinants of target and novelty-related event-related potentials in the auditory oddball response.
NeuroImage, 2009

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, 2009

A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data.
NeuroImage, 2009

2008
A Parallel Independent Component Analysis Approach to Investigate Genomic Influence on Brain Function.
IEEE Signal Process. Lett., 2008

Source based morphometry using structural MRI phase images to identify sources of gray matter and white matter relative differences in schizophrenia versus controls.
Proceedings of the IEEE International Conference on Acoustics, 2008

A constrained coefficient ica algorithm for group difference enhancement.
Proceedings of the IEEE International Conference on Acoustics, 2008

Extracting principle components for discriminant analysis of FMRI images.
Proceedings of the IEEE International Conference on Acoustics, 2008

2007
Parallel Independent Component Analysis for Multimodal Analysis: Application to FMRI and EEG Data.
Proceedings of the 2007 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2007

2006
Classifying Single-Trial ERPs from Visual and Frontal Cortex during Free Viewing.
Proceedings of the International Joint Conference on Neural Networks, 2006

A feature-based approach to combine functional MRI, structural MRI and EEG brain imaging data.
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006

2005
Recovery of correlated neuronal sources from EEG: The good and bad ways of using SOBI.
NeuroImage, 2005


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