Luo Xiao

Sparse and integrative principal component analysis for multiview data

ELECTRONIC JOURNAL OF STATISTICS, 18(2), 3774–3824.

BAYESIAN INFERENCE AND DYNAMIC PREDICTION FOR MULTIVARIATE LONGITUDINAL AND SURVIVAL DATA

ANNALS OF APPLIED STATISTICS, 17(3), 2574–2595.

Latent factor model for multivariate functional data

Li, R., & Xiao, L. (2023, September 4). BIOMETRICS, Vol. 9.

Multivariate functional mixed model with MRI data: An application to Alzheimer's disease

Zou, H., Xiao, L., Zeng, D., & Luo, S. (2023, February 20). STATISTICS IN MEDICINE, Vol. 2.

Fast Multilevel Functional Principal Component Analysis

Cui, E., Li, R., Crainiceanu, C. M., & Xiao, L. (2022, October 7). JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, Vol. 10.

Fixed-effects inference and tests of correlation for longitudinal functional data

Li, R., Xiao, L., Smirnova, E., Cui, E., Leroux, A., & Crainiceanu, C. M. (2022, May 1). STATISTICS IN MEDICINE, Vol. 5.

Functional data analysis for longitudinal data with informative observation times

Weaver, C., Xiao, L., & Lu, W. (2022, March 28). BIOMETRICS, Vol. 3.

Two-stage linked component analysis for joint decomposition of multiple biologically related data sets

Chen, H., Caffo, B., Stein-O'Brien, G., Liu, J., Langmead, B., Colantuoni, C., & Xiao, L. (2022, March 31). BIOSTATISTICS, Vol. 3.

Joint model for survival and multivariate sparse functional data with application to a study of Alzheimer's Disease

BIOMETRICS, 78(2), 435–447.

Single-index models with functional connectivity network predictors

Weaver, C., Xiao, L., & Lindquist, M. A. (2021, May 5). BIOSTATISTICS, Vol. 5.

Asymptotic properties of penalized splines for functional data

BERNOULLI, 26(4), 2847–2875.

Correlation models for monitoring fetal growth

STATISTICAL METHODS IN MEDICAL RESEARCH, 29(10), 2795–2813.

Fast covariance estimation for multivariate sparse functional data

STAT, 9(1).

Fetal growth velocity standards from the Fetal Growth Longitudinal Study of the INTERGROWTH-21 st Project

AMERICAN JOURNAL OF OBSTETRICS AND GYNECOLOGY, 224(2).

Uniform convergence of penalized splines

STAT, 9(1).

A functional mixed model for scalar on function regression with application to a functional MRI study

BIOSTATISTICS, 22(3), 439–454.

Asymptotic theory of penalized splines

ELECTRONIC JOURNAL OF STATISTICS, 13(1), 747–794.

Optimal design for classification of functional data

Canadian Journal of Statistics, 12.

A joint design for functional data with application to scheduling ultrasound scans

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 122, 101–114.

A smoothing-based goodness-of-fit test of covariance for functional data

BIOMETRICS, 75(2), 562–571.

Asymptotics of bivariate penalised splines

Journal of Nonparametric Statistics, 31(2), 289–314.

Novel metrics for growth model selection

Emerging Themes in Epidemiology, 15.

Using data from multiple studies to develop a child growth correlation matrix

STATISTICS IN MEDICINE, 38(19), 3540–3554.

AN ACTIVITY INDEX FOR RAW ACCELEROMETRY DATA AND ITS APPLICATION IN OLDER ADULTS

Innovation in Aging, 1(suppl_1), 1239–1239.

Dynamic prediction in functional concurrent regression with an application to child growth

STATISTICS IN MEDICINE, 37(8), 1376–1388.

Fast covariance estimation for sparse functional data

STATISTICS AND COMPUTING, 28(3), 511–522.

Fast covariance estimation for sparse functional data (vol 28, pg 511, 2017)

Xiao, L., Li, C., Checkley, W., & Crainiceanu, C. (2018, May). STATISTICS AND COMPUTING, Vol. 28, pp. 523–523.

Re-evaluating the effect of age on physical activity over the lifespan

PREVENTIVE MEDICINE, 101, 102–108.

Simple fixed-effects inference for complex functional models

Biostatistics, 19(2), 137–152.

Total volume of physical activity: TAC, TLAC or TAC(lambda)

Varma, V. R., Dey, D., Leroux, A., Di, J., Urbanek, J., Xiao, L., & Zipunnikov, V. (2018, January).

Two-way principal component analysis for matrix-variate data, with an application to functional magnetic resonance imaging data

Biostatistics (Oxford, England), 18(2), 214–229.

An Activity Index for Raw Accelerometry Data and Its Comparison with Other Activity Metrics

PLOS ONE, 11(8), 1–14.

CollocInfer: Collocation Inference in Differential Equation Models

Journal of Statistical Software, 75(2).

Two-way principal component analysis for matrix-variate data, with an application to functional magnetic resonance imaging data

Biostatistics, 8, kxw040.

Convex Banding of the Covariance Matrix

Journal of the American Statistical Association, 111(514), 834–845.

Movement prediction using accelerometers in a human population

BIOMETRICS, 72(2), 513–524.

On tests of activation map dimensionality for fMRI-based studies of learning

Frontiers in Neuroscience, 9.

On the sample covariance matrix estimator of reduced effective rank population matrices, with applications to fPCA

Bernoulli, 21(2), 1200–1230.

Fast covariance estimation for high-dimensional functional data

Statistics and Computing, 26(1-2), 409–421.

Learning regulatory programs by threshold SVD regression

Proceedings of the National Academy of Sciences, 111(44), 15675–15680.

Quantifying the lifetime circadian rhythm of physical activity: a covariate-dependent functional approach

Biostatistics, 16(2), 352–367.

Bayesian Models for Multiple Outcomes in Domains With Application to the Seychelles Child Development Study

Journal of the American Statistical Association, 109(505), 1–10.

Fast bivariateP-splines: the sandwich smoother

Journal of the Royal Statistical Society: Series B (Statistical Methodology), 75(3), 577–599.