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2017
1 Citations

Bayesian longitudinal low-rank regression models for imaging genetic data from longitudinal studies

Lu, Z. H., Khondker, Z., Ibrahim, J. G., Wang, Y. & Zhu, H. Apr 1 2017 In : NeuroImage. 149, p. 305-322 18 p.

Research output: Contribution to journalArticle

Genetic Models
Longitudinal Studies
Neuroimaging
Single Nucleotide Polymorphism
Alzheimer Disease
5 Citations

Common and heritable components of white matter microstructure predict cognitive function at 1 and 2 y

Seung, J. L., Steiner, R. J., Yang, Y., Sarah, J. S., Michael, C. N., Martin, A. S., Hongtu, Z. & John, H. G. Jan 3 2017 In : Proceedings of the National Academy of Sciences of the United States of America. 114, 1, p. 148-153 6 p.

Research output: Contribution to journalArticle

Cognition
Parturition
Diffusion Tensor Imaging
Aptitude
Age Factors

Genome-wide association analysis of secondary imaging phenotypes from the Alzheimer's disease neuroimaging initiative study

Zhu, W., Yuan, Y., Zhang, J., Zhou, F., Knickmeyer, R. C. & Zhu, H. Feb 1 2017 In : NeuroImage. 146, p. 983-1002 20 p.

Research output: Contribution to journalArticle

Genome-Wide Association Study
Neuroimaging
Alzheimer Disease
Phenotype
Molecular Epidemiology
1 Citations

Groupwise envelope models for imaging genetic analysis

Park, Y., Su, Z. & Zhu, H. Jan 1 2017 In : Biometrics. 73, 4, p. 1243-1253 11 p.

Research output: Contribution to journalArticle

Genetic Models
Neuroimaging
Envelope
genetic techniques and protocols
Imaging
3 Citations

Hidden Markov latent variable models with multivariate longitudinal data

Song, X., Xia, Y. & Zhu, H. Mar 1 2017 In : Biometrics. 73, 1, p. 313-323 11 p.

Research output: Contribution to journalArticle

cocaine
Latent Variable Models
Multivariate Data
Longitudinal Data
Cocaine

How chronic self-regulatory stress, poor anger regulation, and momentary affect undermine treatment for alcohol use disorder: Integrating social action theory with the dynamic model of relapse

Maisto, S. A., Xie, F. C., Witkiewitz, K., Ewart, C. K., Connors, G. J., Zhu, H., Elder, G., Ditmar, M. & Chow, S. M. Mar 1 2017 In : Journal of Social and Clinical Psychology. 36, 3, p. 238-263 26 p.

Research output: Contribution to journalArticle

Anger
Drinking
Alcohols
Recurrence
Outpatients

Influence analysis for skew-normal semiparametric joint models of multivariate longitudinal and multivariate survival data

Tang, A. M., Tang, N. S. & Zhu, H. Apr 30 2017 In : Statistics in Medicine. 36, 9, p. 1476-1490 15 p.

Research output: Contribution to journalArticle

Multivariate Survival Data
Influence Analysis
Joint Model
Semiparametric Model
Skew

LCN: A random graph mixture model for community detection in functional brain networks

Bryant, C., Zhu, H., Ahn, M. & Ibrahim, J. Jan 1 2017 In : Statistics and its Interface. 10, 3, p. 369-378 10 p.

Research output: Contribution to journalArticle

Latent Class
Community Detection
Community Structure
Graph Model
Mixture Model
3 Citations

Regression models on Riemannian symmetric spaces

Cornea, E., Zhu, H., Kim, P., Ibrahim, J. G. & the Alzheimer's Disease Neuroimaging Initiative Mar 1 2017 In : Journal of the Royal Statistical Society. Series B: Statistical Methodology. 79, 2, p. 463-482 20 p.

Research output: Contribution to journalArticle

Riemannian Symmetric Space
Regression Model
Test Statistic
Euclidean space
Covariates
2016
7 Citations
Serotonin Uptake Inhibitors
Cohort Studies
Depression
Mothers
Brain
7 Citations

Cortical thickness and surface area in neonates at high risk for schizophrenia

Li, G., Wang, L., Shi, F., Lyall, A. E., Ahn, M., Peng, Z., Zhu, H., Lin, W., Gilmore, J. H. & Shen, D. Jan 1 2016 In : Brain Structure and Function. 221, 1, p. 447-461 15 p.

Research output: Contribution to journalArticle

Occipital Lobe
Schizophrenia
Gyrus Cinguli
Auditory Cortex
Temporal Lobe
23 Citations

Crowdsourced estimation of cognitive decline and resilience in Alzheimer's disease

Allen, G. I. , Amoroso, N. , Anghel, C. , Balagurusamy, V. , Bare, C. J. , Beaton, D. , Bellotti, R. , Bennett, D. A. , Boehme, K. L. , Boutros, P. C. , Caberlotto, L. , Caloian, C. , Campbell, F. , Chaibub Neto, E. , Chang, Y. C. , Chen, B. , Chen, C. Y. , Chien, T. Y. , Clark, T. , Das, S. & 30 others Davatzikos, C., Deng, J., Dillenberger, D., Dobson, R. J. B., Dong, Q., Doshi, J., Duma, D., Errico, R., Erus, G., Everett, E., Fardo, D. W., Friend, S. H., Fröhlich, H., Gan, J., St George-Hyslop, P., Ghosh, S. S., Glaab, E., Green, R. C., Guan, Y., Hong, M. Y., Huang, C., Hwang, J., Ibrahim, J., Inglese, P., Iyappan, A., Jiang, Q., Katsumata, Y., Kauwe, J. S. K., Klein, A. & Kong, D. Jun 1 2016 In : Alzheimer's and Dementia. 12, 6, p. 645-653 9 p.

Research output: Contribution to journalArticle

Alzheimer Disease
Benchmarking
Meta-Analysis
Early Diagnosis
Biomarkers
6 Citations

Dystrophin-deficient dogs with reduced myostatin have unequal muscle growth and greater joint contractures

Kornegay, J. N., Bogan, D. J., Bogan, J. R., Dow, J. L., Wang, J., Fan, Z., Liu, N., Warsing, L. C., Grange, R. W., Ahn, M., Balog-Alvarez, C. J., Cotten, S. W., Willis, M. S., Brinkmeyer-Langford, C., Zhu, H., Palandra, J., Morris, C. A., Styner, M. A. & Wagner, K. R. Apr 4 2016 In : Skeletal Muscle. 6, 1, 14

Research output: Contribution to journalArticle

Myostatin
Dystrophin
Contracture
Joints
Dogs
1 Citations
Benchmarking
Social Sciences
Stochastic Approximation
Expectation-maximization Algorithm
Nonlinear Ordinary Differential Equations
1 Citations

Reinforced Angle-Based Multicategory Support Vector Machines

Zhang, C., Liu, Y., Wang, J. & Zhu, H. Jul 2 2016 In : Journal of Computational and Graphical Statistics. 25, 3, p. 806-825 20 p.

Research output: Contribution to journalArticle

Support Vector Machine
Angle
Coordinate Descent
Descent Algorithm
Performance Prediction
1 Citations

Reperfusion beyond 6 hours reduces infarct probability in moderately ischemic brain tissue

An, H., Ford, A. L., Eldeniz, C., Chen, Y., Vo, K. D., Zhu, H., Powers, W. J., Lin, W. & Lee, J. M. Jan 1 2016 In : Stroke. 47, 1, p. 99-105 7 p.

Research output: Contribution to journalArticle

Reperfusion
Perfusion
Brain
Stroke
Ischemia

Single-index varying coefficient model for functional responses

Luo, X., Zhu, L. & Zhu, H. Dec 1 2016 In : Biometrics. 72, 4, p. 1275-1284 10 p.

Research output: Contribution to journalArticle

Single-index Model
Varying Coefficient Model
Functional Response
functional response models
Varying Coefficients

SR-HARDI: Spatially Regularizing High Angular Resolution Diffusion Imaging

Rao, S., Ibrahim, J. G., Cheng, J., Yap, P. T. & Zhu, H. Oct 1 2016 In : Journal of Computational and Graphical Statistics. 25, 4, p. 1195-1211 17 p.

Research output: Contribution to journalArticle

High Angular Resolution
Regression Model
Imaging
Voxel
Fiber
3 Citations

STGP: Spatio-temporal Gaussian process models for longitudinal neuroimaging data

Hyun, J. W., Li, Y., Huang, C., Styner, M., Lin, W., Zhu, H. & for the Alzheimer's Disease Neuroimaging Initiative Jul 1 2016 In : NeuroImage. 134, p. 550-562 13 p.

Research output: Contribution to journalArticle

Neuroimaging
Brain
Spatial Analysis
Lateral Ventricles
Brain Diseases
3 Citations

The statistics and mathematics of high dimension low sample size asymptotics

Shen, D., Shen, H., Zhu, H. & Marron, J. S. Oct 1 2016 In : Statistica Sinica. 26, 4, p. 1747-1770 24 p.

Research output: Contribution to journalArticle

Spike
Eigenvector
Higher Dimensions
Sample Size
Statistics
2015
3 Citations

A sparse reduced rank framework for group analysis of functional neuroimaging data

Ahn, M., Shen, H., Lin, W. & Zhu, H. Jan 1 2015 In : Statistica Sinica. 25, 1, p. 295-312 18 p.

Research output: Contribution to journalArticle

Reduced Rank
Neuroimaging
Connectivity
Disorder
Sparsity
2 Citations

Bayesian analysis of ambulatory blood pressure dynamics with application to irregularly spaced sparse data

Lu, Z. H., Chow, S. M., Sherwood, A. & Zhu, H. Sep 1 2015 In : Annals of Applied Statistics. 9, 3, p. 1601-1620 20 p.

Research output: Contribution to journalArticle

Sparse Data
Blood pressure
Blood Pressure
Bayesian Analysis
Caffeine
2 Citations

Bflcrm: A bayesian functional linear cox regression model for predicting time to conversion to alzheimer’s disease

Alzheimer’s disease neuroimaging initiative Dec 1 2015 In : Annals of Applied Statistics. 9, 4, p. 2153-2178 26 p.

Research output: Contribution to journalArticle

Cox Regression Model
Alzheimer's Disease
Linear Regression Model
Linear regression
Covariates
3 Citations

Clustering High-Dimensional Landmark-Based Two-Dimensional Shape Data

Huang, C., Styner, M. & Zhu, H. Jul 3 2015 In : Journal of the American Statistical Association. 110, 511, p. 946-961 16 p.

Research output: Contribution to journalArticle

Landmarks
High-dimensional
Clustering
Shape Space
Penalty Function

Cooks distance measures for varying coefficient models with functional responses

Gao, Q., Ahn, M. & Zhu, H. Apr 3 2015 In : Technometrics. 57, 2, p. 268-280 13 p.

Research output: Contribution to journalArticle

Cook's Distance
Varying Coefficient Model
Functional Response
Distance Measure
Tensors
28 Citations

Decreases in Short Term Memory, IQ, and Altered Brain Metabolic Ratios in Urban Apolipoprotein ε4 Children Exposed to Air Pollution

Calderón-Garcidueñas, L., Mora-Tiscareño, A., Franco-Lira, M., Zhu, H., Lu, Z., Solorio, E., Torres-Jardón, R. & D'Angiulli, A. Jan 1 2015 In : Journal of Alzheimer's Disease. 45, 3, p. 757-770 14 p.

Research output: Contribution to journalArticle

Apolipoproteins
Air Pollution
Apolipoproteins E
Short-Term Memory
Creatine
15 Citations

Defining the Ischemic Penumbra Using Magnetic Resonance Oxygen Metabolic Index

An, H., Ford, A. L., Chen, Y., Zhu, H., Ponisio, R., Kumar, G., Shanechi, A. M., Khoury, N., Vo, K. D., Williams, J., Derdeyn, C. P., Diringer, M. N., Panagos, P., Powers, W. J., Lee, J. M. & Lin, W. Apr 20 2015 In : Stroke. 46, 4, p. 982-988 7 p.

Research output: Contribution to journalArticle

Magnetic Resonance Spectroscopy
Oxygen
Cerebrovascular Circulation
Reperfusion
Stroke
2 Citations

Diagnostic measures for the Cox regression model with missing covariates

Zhu, H., Ibrahim, J. G. & Chen, M. H. Dec 1 2015 In : Biometrika. 102, 4, p. 907-923 17 p.

Research output: Contribution to journalArticle

Martingale Residuals
Cox Regression Model
Missing Covariates
Goodness of fit
Proportional Hazards Models
1 Citations

Diseased Region Detection of Longitudinal Knee Magnetic Resonance Imaging Data

Huang, C., Shan, L., Charles, H. C., Wirth, W., Niethammer, M. & Zhu, H. Sep 1 2015 In : IEEE Transactions on Medical Imaging. 34, 9, p. 1914-1927 14 p., 7065250

Research output: Contribution to journalArticle

Cartilage
Knee
Hidden Markov models
Magnetic Resonance Imaging
Osteoarthritis
Nonlinear Mixed Effects Model
Trajectories
Simultaneous Confidence Bands
Trajectory
Covariance Operator

Functional Nonlinear Mixed Effects Models for Longitudinal Image Data

Luo, X., Zhu, L., Kong, L. & Zhu, H. Jan 1 2015 In : Information processing in medical imaging : proceedings of the ... conference. 24, p. 794-805 12 p.

Research output: Contribution to journalArticle

Growth
Autistic Disorder
Skeleton
Neurodegenerative Diseases
Databases
11 Citations

FVGWAS: Fast voxelwise genome wide association analysis of large-scale imaging genetic data

Huang, M., Nichols, T., Huang, C., Yu, Y., Lu, Z., Knickmeyer, R. C., Feng, Q., Zhu, H. & Alzheimer's Disease Neuroimaging Initiative Sep 1 2015 In : NeuroImage. 118, p. 613-627 15 p.

Research output: Contribution to journalArticle

Genome-Wide Association Study
Genome
Brain
Neurodegenerative Diseases
Single Nucleotide Polymorphism
10 Citations
Partial Epilepsy
Single-Photon Emission-Computed Tomography
Electroencephalography
Epilepsy
Seizures
4 Citations

Multiple SNP Set Analysis for Genome-Wide Association Studies Through Bayesian Latent Variable Selection

Lu, Z. H., Zhu, H., Knickmeyer, R. C., Sullivan, P. F., Williams, S. N. & Zou, F. Dec 1 2015 In : Genetic Epidemiology. 39, 8, p. 664-677 14 p.

Research output: Contribution to journalArticle

Genome-Wide Association Study
Single Nucleotide Polymorphism
Markov Chains
5 Citations

Predicting Alzheimer's disease using combined imaging-whole genome SNP data

Kong, D., Giovanello, K. S., Wang, Y., Lin, W., Lee, E., Fan, Y., Murali Doraiswamy, P. & Zhu, H. Jun 25 2015 In : Journal of Alzheimer's Disease. 46, 3, p. 695-702 8 p.

Research output: Contribution to journalArticle

Single Nucleotide Polymorphism
Alzheimer Disease
Genome
Neuroimaging
Genome-Wide Association Study
8 Citations

Quantitative tract-based white matter heritability in twin neonates

Lee, S. J., Steiner, R. J., Luo, S., Neale, M. C., Styner, M., Zhu, H. & Gilmore, J. H. May 1 2015 In : NeuroImage. 111, p. 123-135 13 p.

Research output: Contribution to journalArticle

Diffusion Tensor Imaging
Anisotropy
Genetic Heterogeneity
Individuality
White Matter
6 Citations

Spatially Weighted Principal Component Analysis for Imaging Classification

Guo, R., Ahn, M. & Hongtu Zhu, H. Z. Jan 2 2015 In : Journal of Computational and Graphical Statistics. 24, 1, p. 274-296 23 p.

Research output: Contribution to journalArticle

Principal Component Analysis
Imaging
Spatial Structure
Dimension Reduction
Principal component analysis
1 Citations
Principal Component Regression
High-dimensional
Neuroimaging
Prediction
Time series
1 Citations
Weights and Measures
Neuroimaging
Alzheimer Disease
6 Citations

SPReM: Sparse Projection Regression Model For High-Dimensional Linear Regression

Sun, Q., Zhu, H., Liu, Y. & Ibrahim, J. G. Jan 2 2015 In : Journal of the American Statistical Association. 110, 509, p. 289-302 14 p.

Research output: Contribution to journalArticle

Linear regression
Regression Model
High-dimensional
Regression
Projection
2014
11 Citations

3D osteoarthritic changes in TMJ condylar morphology correlates with specific systemic and local biomarkers of disease

Cevidanes, L. H. S., Walker, D., Schilling, J., Sugai, J., Giannobile, W., Paniagua, B., Benavides, E., Zhu, H., Marron, J. S., Jung, B. T., Baranowski, D., Rhodes, J., Nackley, A., Lim, P. F., Ludlow, J. B., Nguyen, T., Goncalves, J. R., Wolford, L., Kapila, S. & Styner, M. Jan 1 2014 In : Osteoarthritis and Cartilage. 22, 10, p. 1657-1667 11 p.

Research output: Contribution to journalArticle

Temporomandibular Joint
Biomarkers
Matrix Metalloproteinases
Bone
Polyamideimides
5 Citations

Antral atrophy, intestinal metaplasia, and preneoplastic markers in Mexican children with Helicobacter pylori-positive and Helicobacter pylori-negative gastritis

Villarreal-Calderon, R., Luévano-González, A., Aragón-Flores, M., Zhu, H., Yuan, Y., Xiang, Q., Yan, B., Stoll, K. A., Cross, J. V., Iczkowski, K. A. & Mackinnon, A. C. Jan 1 2014 In : Annals of Diagnostic Pathology. 18, 3, p. 129-135 7 p.

Research output: Contribution to journalArticle

Pylorus
Metaplasia
Gastritis
Helicobacter pylori
Atrophy
1 Citations

Bayesian case-deletion model complexity and information criterion

Zhu, H., Ibrahim, J. G. & Chen, Q. 2014 In : Statistics and its Interface. 7, 4, p. 531-542 12 p.

Research output: Contribution to journalArticle

Case Deletion
Model Complexity
Information Criterion
Deviance Information Criterion
Deviance
21 Citations

Bayesian Generalized Low Rank Regression Models for Neuroimaging Phenotypes and Genetic Markers

Zhu, H., Khondker, Z., Lu, Z. & Ibrahim, J. G. Jul 3 2014 In : Journal of the American Statistical Association. 109, 507, p. 977-990 14 p.

Research output: Contribution to journalArticle

Rank Regression
Neuroimaging
Phenotype
Regression Model
High-dimensional
6 Citations

Bayesian sensitivity analysis of statistical models with missing data

Zhu, H., Ibrahim, J. G. & Tang, N. Apr 1 2014 In : Statistica Sinica. 24, 2, p. 871-896 26 p.

Research output: Contribution to journalArticle

Bayesian Analysis
Missing Data
Statistical Model
Sensitivity Analysis
Perturbation
18 Citations

Characteristics of magnetic resonance imaging biomarkers in a natural history study of golden retriever muscular dystrophy

Fan, Z., Wang, J., Ahn, M., Shiloh-Malawsky, Y., Chahin, N., Elmore, S., Bagnell, C. R., Wilber, K., An, H., Lin, W., Zhu, H., Styner, M. & Kornegay, J. N. Feb 1 2014 In : Neuromuscular Disorders. 24, 2, p. 178-191 14 p.

Research output: Contribution to journalArticle

Muscular Dystrophies
Natural History
Biomarkers
Magnetic Resonance Imaging
Dogs
7 Citations

Clinically Relevant Reperfusion in Acute Ischemic Stroke: MTT Performs Better than Tmax and TTP

Ford, A. L., An, H., Kong, L., Zhu, H., Vo, K. D., Powers, W. J., Lin, W. & Lee, J. M. 2014 In : Translational Stroke Research. 5, 3, p. 415-421 7 p.

Research output: Contribution to journalArticle

Reperfusion
Stroke
National Institutes of Health (U.S.)
Perfusion
Regression Analysis
58 Citations

Common variants in psychiatric risk genes predict brain structure at birth

Knickmeyer, R. C., Wang, J., Zhu, H., Geng, X., Woolson, S., Hamer, R. M., Konneker, T., Lin, W., Styner, M. & Gilmore, J. H. Jan 1 2014 In : Cerebral Cortex. 24, 5, p. 1230-1246 17 p.

Research output: Contribution to journalArticle

Psychiatry
Brain-Derived Neurotrophic Factor
Parturition
Newborn Infant
Brain
12 Citations

Empirical likelihood for estimating equations with nonignorably missing data

Tang, N., Zhao, P. & Zhu, H. Apr 1 2014 In : Statistica Sinica. 24, 2, p. 723-747 25 p.

Research output: Contribution to journalArticle

Empirical Likelihood
Estimating Equation
Missing Data
Maximum Likelihood
Estimator
3 Citations
Testosterone
Single Nucleotide Polymorphism
Genes
Sex Differentiation
Estrogens