Penalized Functional Regression.

Longitudinal Penalized Functional Regression for Cognitive Outcomes on Neuronal Tract Measurements. J R Stat Soc Ser C Appl Stat (2012) 1.44

Functional linear models for association analysis of quantitative traits. Genet Epidemiol (2013) 1.26

Functional Generalized Additive Models. J Comput Graph Stat (2014) 1.18

Modeling functional data with spatially heterogeneous shape characteristics. Biometrics (2011) 1.16

Pleiotropy analysis of quantitative traits at gene level by multivariate functional linear models. Genet Epidemiol (2015) 1.16

Functional Additive Mixed Models. J Comput Graph Stat (2015) 1.14

Longitudinal scalar-on-functions regression with application to tractography data. Biostatistics (2013) 1.13

Next-generation psychiatric assessment: Using smartphone sensors to monitor behavior and mental health. Psychiatr Rehabil J (2015) 1.09

Variable Selection in Generalized Functional Linear Models. Stat (2013) 1.08

Structured functional additive regression in reproducing kernel Hilbert spaces. J R Stat Soc Series B Stat Methodol (2014) 1.00

Generalized functional linear models for gene-based case-control association studies. Genet Epidemiol (2014) 0.99

Robust classification of functional and quantitative image data using functional mixed models. Biometrics (2012) 0.98

Variable-Domain Functional Regression for Modeling ICU Data. J Am Stat Assoc (2014) 0.97

Functional regression via variational Bayes. Electron J Stat (2011) 0.89

Smooth Scalar-on-Image Regression via Spatial Bayesian Variable Selection. J Comput Graph Stat (2014) 0.84

Cox Regression Models with Functional Covariates for Survival Data. Stat Modelling (2015) 0.84

Treatment decisions based on scalar and functional baseline covariates. Biometrics (2015) 0.84

Interactive graphics for functional data analyses. Stat (Int Stat Inst) (2016) 0.83

Longitudinal Functional Data Analysis. Stat (Int Stat Inst) (2015) 0.82

Analysis of group ICA-based connectivity measures from fMRI: application to Alzheimer's disease. PLoS One (2012) 0.81

Uncovering Local Trends in Genetic Effects of Multiple Phenotypes via Functional Linear Models. Genet Epidemiol (2016) 0.79

Semiparametric Bayesian local functional models for diffusion tensor tract statistics. Neuroimage (2012) 0.79

Longitudinal Functional Models with Structured Penalties. Stat Modelling (2016) 0.78

Fast Covariance Estimation for High-dimensional Functional Data. Stat Comput (2014) 0.78

Bayesian function-on-function regression for multilevel functional data. Biometrics (2015) 0.78

Interaction Models for Functional Regression. Comput Stat Data Anal (2016) 0.78

WAVELET-DOMAIN REGRESSION AND PREDICTIVE INFERENCE IN PSYCHIATRIC NEUROIMAGING. Ann Appl Stat (2015) 0.77

A Two Sample Distribution-Free Test for Functional Data with Application to a Diffusion Tensor Imaging Study of Multiple Sclerosis. J R Stat Soc Ser C Appl Stat (2016) 0.76

Selective association between cortical thickness and reference abilities in normal aging. Neuroimage (2016) 0.76

Across-Platform Imputation of DNA Methylation Levels Incorporating Nonlocal Information Using Penalized Functional Regression. Genet Epidemiol (2016) 0.75

Wearable devices and mobile technologies for supporting behavioral weight loss among people with serious mental illness. Psychiatry Res (2016) 0.75

Hierarchical Adaptive Regression Kernels for Regression with Functional Predictors. J Comput Graph Stat (2013) 0.75

Functional linear models for zero-inflated count data with application to modeling hospitalizations in patients on dialysis. Stat Med (2014) 0.75

Characterizing early child growth patterns of height-for-age in an urban slum cohort of Bangladesh with functional principal component analysis. BMC Pediatr (2017) 0.75

Classical Testing in Functional Linear Models. J Nonparametr Stat (2016) 0.75

Methods for scalar-on-function regression. Int Stat Rev (2016) 0.75

A comparison of risk prediction methods using repeated observations: an application to electronic health records for hemodialysis. Stat Med (2017) 0.75

Functional joint model for longitudinal and time-to-event data: an application to Alzheimer's disease. Stat Med (2017) 0.75

Hypothesis testing in functional linear models. Biometrics (2017) 0.75

MR diffusion tensor spectroscopy and imaging. Biophys J (1994) 22.78

In vivo fiber tractography using DT-MRI data. Magn Reson Med (2000) 15.17

Diffusion tensor imaging: concepts and applications. J Magn Reson Imaging (2001) 11.18

MULTILEVEL FUNCTIONAL PRINCIPAL COMPONENT ANALYSIS. Ann Appl Stat (2009) 5.21

Shrinkage estimation for functional principal component scores with application to the population kinetics of plasma folate. Biometrics (2003) 2.86

Generalized Multilevel Functional Regression. J Am Stat Assoc (2009) 2.64

Diffusion magnetic resonance imaging: its principle and applications. Anat Rec (1999) 2.26

Bayesian Functional Data Analysis Using WinBUGS. J Stat Softw (2010) 1.59

MULTILEVEL FUNCTIONAL PRINCIPAL COMPONENT ANALYSIS. Ann Appl Stat (2009) 5.21

Short-term variability in measures of glycemia and implications for the classification of diabetes. Arch Intern Med (2007) 4.43

Assessing bioequivalence of generic antiepilepsy drugs. Ann Neurol (2011) 3.30

Prospective study of sleep-disordered breathing and hypertension: the Sleep Heart Health Study. Am J Respir Crit Care Med (2009) 3.24

Longitudinal functional principal component analysis. Electron J Stat (2010) 2.87

Microcystic macular oedema, thickness of the inner nuclear layer of the retina, and disease characteristics in multiple sclerosis: a retrospective study. Lancet Neurol (2012) 2.79

Reduced kidney function as a risk factor for incident heart failure: the atherosclerosis risk in communities (ARIC) study. J Am Soc Nephrol (2007) 2.53

Fast methods for spatially correlated multilevel functional data. Biostatistics (2010) 2.53

In vivo identification of morphologic retinal abnormalities in neuromyelitis optica. Neurology (2013) 2.43

Relationships between retinal axonal and neuronal measures and global central nervous system pathology in multiple sclerosis. JAMA Neurol (2013) 2.22

Optical coherence tomography segmentation reveals ganglion cell layer pathology after optic neuritis. Brain (2011) 2.21

Cigarette smoking and nocturnal sleep architecture. Am J Epidemiol (2006) 2.19

Decreased connectivity and cerebellar activity in autism during motor task performance. Brain (2009) 2.09

Electrocorticographic high gamma activity versus electrical cortical stimulation mapping of naming. Brain (2005) 2.06

Redefining CpG islands using hidden Markov models. Biostatistics (2010) 2.03

Lasagna plots: a saucy alternative to spaghetti plots. Epidemiology (2010) 1.83

Cadmium exposure and hypertension in the 1999-2004 National Health and Nutrition Examination Survey (NHANES). Environ Health Perspect (2008) 1.76

A Bayesian hierarchical framework for spatial modeling of fMRI data. Neuroimage (2007) 1.69

Urine arsenic concentrations and species excretion patterns in American Indian communities over a 10-year period: the Strong Heart Study. Environ Health Perspect (2009) 1.63

Characterizing sleep structure using the hypnogram. J Clin Sleep Med (2008) 1.54

Dynamics of event-related causality in brain electrical activity. Hum Brain Mapp (2008) 1.46

Longitudinal Penalized Functional Regression for Cognitive Outcomes on Neuronal Tract Measurements. J R Stat Soc Ser C Appl Stat (2012) 1.44

Cadmium exposure and all-cause and cardiovascular mortality in the U.S. general population. Environ Health Perspect (2012) 1.37

A computational neurodegenerative disease progression score: method and results with the Alzheimer's disease Neuroimaging Initiative cohort. Neuroimage (2012) 1.31

Movelets: A dictionary of movement. Electron J Stat (2012) 1.29

Functional principal component model for high-dimensional brain imaging. Neuroimage (2011) 1.28

Penalized functional regression analysis of white-matter tract profiles in multiple sclerosis. Neuroimage (2011) 1.26

Arsenic exposure, diabetes prevalence, and diabetes control in the Strong Heart Study. Am J Epidemiol (2012) 1.25

Ironing out the statistical wrinkles in "ten ironic rules". Neuroimage (2013) 1.23

Fasting glycemia in sleep disordered breathing: lowering the threshold on oxyhemoglobin desaturation. Sleep (2008) 1.20

Utility of sleep stage transitions in assessing sleep continuity. Sleep (2010) 1.20

Mercury induces an unopposed inflammatory response in human peripheral blood mononuclear cells in vitro. Environ Health Perspect (2009) 1.20

Automated diagnoses of attention deficit hyperactive disorder using magnetic resonance imaging. Front Syst Neurosci (2012) 1.18

Cadmium and peripheral arterial disease: gender differences in the 1999-2004 US National Health and Nutrition Examination Survey. Am J Epidemiol (2010) 1.18

Modeling functional data with spatially heterogeneous shape characteristics. Biometrics (2011) 1.16

Population-wide principal component-based quantification of blood-brain-barrier dynamics in multiple sclerosis. Neuroimage (2011) 1.13

Relations of brain volumes with cognitive function in males 45 years and older with past lead exposure. Neuroimage (2007) 1.12

Predicting human movement with multiple accelerometers using movelets. Med Sci Sports Exerc (2014) 1.09

The impact of utilizing different optical coherence tomography devices for clinical purposes and in multiple sclerosis trials. PLoS One (2011) 1.09

OASIS is Automated Statistical Inference for Segmentation, with applications to multiple sclerosis lesion segmentation in MRI. Neuroimage Clin (2013) 1.08

Distribution of cell-free and cell-associated HIV surrogates in the female genital tract after simulated vaginal intercourse. J Infect Dis (2012) 1.07

Normalization and extraction of interpretable metrics from raw accelerometry data. Biostatistics (2013) 1.06

A new method to estimate quantitatively seminal vesicle and prostate gland contributions to ejaculate. Br J Clin Pharmacol (2006) 1.05

Power spectral analysis of EEG activity during sleep in cigarette smokers. Chest (2007) 1.03

Dynamics of large-scale cortical interactions at high gamma frequencies during word production: event related causality (ERC) analysis of human electrocorticography (ECoG). Neuroimage (2011) 1.02

A survey of the likelihood approach to bioequivalence trials. Stat Med (2008) 0.99

Correlating subjective and objective sleepiness: revisiting the association using survival analysis. Sleep (2011) 0.98

On the potential for illogic with logically defined outcomes. Biostatistics (2007) 0.98

Quantifying auditory event-related responses in multichannel human intracranial recordings. Front Comput Neurosci (2010) 0.97

Two-stage decompositions for the analysis of functional connectivity for fMRI with application to Alzheimer's disease risk. Neuroimage (2010) 0.96

Analysis of Smoking Cessation Patterns Using a Stochastic Mixed-Effects Model With a Latent Cured State. J Am Stat Assoc (2008) 0.96

Quantitative assessment of seminal vesicle and prostate drug concentrations by use of a noninvasive method. Clin Pharmacol Ther (2006) 0.95

A Case Study in Pharmacologic Colon Imaging Using Principal Curves in Single Photon Emission Computed Tomography. J Am Stat Assoc (2008) 0.94

Mixed effect Poisson log-linear models for clinical and epidemiological sleep hypnogram data. Stat Med (2012) 0.92

Quantification of multiple-sclerosis-related brain atrophy in two heterogeneous MRI datasets using mixed-effects modeling. Neuroimage Clin (2013) 0.90

Modified test statistics by inter-voxel variance shrinkage with an application to f MRI. Biostatistics (2008) 0.90

B-type natriuretic peptide as a marker for heart failure in patients with acute stroke. Intensive Care Med (2007) 0.90

Evidence for specificity of motor impairments in catching and balance in children with autism. J Autism Dev Disord (2015) 0.90

Body composition and arsenic metabolism: a cross-sectional analysis in the Strong Heart Study. Environ Health (2013) 0.88

Regional brain distribution of translocator protein using [(11)C]DPA-713 PET in individuals infected with HIV. J Neurovirol (2014) 0.88

Cox Models With Smooth Functional Effect of Covariates Measured With Error. J Am Stat Assoc (2009) 0.88

Accounting for within-patient correlation in assessing relative sensitivity of an adjunctive diagnostic test: application to lung cancer. Stat Med (2008) 0.87

Cross-sectional and longitudinal association of body mass index and brain volume. Hum Brain Mapp (2012) 0.87

Evaluation of cumulative lead dose and longitudinal changes in structural magnetic resonance imaging in former organolead workers. J Occup Environ Med (2010) 0.86

Bayesian scalar-on-image regression with application to association between intracranial DTI and cognitive outcomes. Neuroimage (2013) 0.85

NONLINEAR TUBE-FITTING FOR THE ANALYSIS OF ANATOMICAL AND FUNCTIONAL STRUCTURES. Ann Appl Stat (2011) 0.85

Minimal detection bias in the inverse association between statin drug use and advanced prostate cancer risk: a simulation study. Cancer Epidemiol (2010) 0.85

Computerised lung sound analysis to improve the specificity of paediatric pneumonia diagnosis in resource-poor settings: protocol and methods for an observational study. BMJ Open (2012) 0.83

Structured functional principal component analysis. Biometrics (2014) 0.82

Likelihood-based population independent component analysis. Biostatistics (2013) 0.82

Belief propagation based segmentation of white matter tracts in DTI. Med Image Comput Comput Assist Interv (2009) 0.81

Effect of correcting for long-term variation in major coronary heart disease risk factors: relative hazard estimation and risk prediction in the Atherosclerosis Risk in Communities Study. Ann Epidemiol (2012) 0.81

Combining hidden Markov models for comparing the dynamics of multiple sleep electroencephalograms. Stat Med (2013) 0.81

Total white matter hyperintensity volume in bipolar disorder patients and their healthy relatives. Bipolar Disord (2012) 0.81

Analysis of group ICA-based connectivity measures from fMRI: application to Alzheimer's disease. PLoS One (2012) 0.81

Bayesian inference for smoking cessation with a latent cure state. Biometrics (2009) 0.80

Easy Multiplicity Control in Equivalence Testing Using Two One-sided Tests. Am Stat (2009) 0.80

A no-gold-standard technique for objective assessment of quantitative nuclear-medicine imaging methods. Phys Med Biol (2016) 0.80

Axial 3D gradient-echo imaging for improved multiple sclerosis lesion detection in the cervical spinal cord at 3T. Neuroradiology (2012) 0.79

Sleep-disordered breathing and caffeine consumption: results of a community-based study. Chest (2012) 0.78

Noninvasive quantitation of drug concentration in prostate and seminal vesicles: improvement and validation with desipramine and aspirin. J Clin Pharmacol (2007) 0.78

Association of social engagement with brain volumes assessed by structural MRI. J Aging Res (2012) 0.77

A decision-theory approach to interpretable set analysis for high-dimensional data. Biometrics (2013) 0.77

Fast wavelet based functional models for transcriptome analysis with tiling arrays. Stat Appl Genet Mol Biol (2012) 0.77

Biological parametric mapping accounting for random regressors with regression calibration and model II regression. Neuroimage (2012) 0.77

A mechanistic latent variable model for estimating drug concentrations in the male genital tract: a case study in drug kinetics. Stat Med (2008) 0.75

Accounting for Random Regressors: A Unified Approach to Multi-modality Imaging. Multimodal Brain Image Anal (2011) (2011) 0.75

Genetic risk factors for longitudinal changes in structural MRI in former organolead workers. J Aging Res (2011) 0.75

Covariate-adjusted nonparametric analysis of magnetic resonance images using Markov chain Monte Carlo. Stat Interface (2010) 0.75

Fast, Exact Bootstrap Principal Component Analysis for p > 1 million. J Am Stat Assoc (2016) 0.75

Practical recommendations for population PK studies with sampling time errors. Eur J Clin Pharmacol (2013) 0.75

Two-way principal component analysis for matrix-variate data, with an application to functional magnetic resonance imaging data. Biostatistics (2017) 0.75

Trajectories of Glycemic Change in a National Cohort of Adults With Previously Controlled Type 2 Diabetes. Med Care (2017) 0.75