Computational Statistics & Data Analysis

Article	Citations
Bayesian selection approach for categorical responses via multinomial probit models	55
Confidence intervals for tree-structured varying coefficients	40
Differentially private estimation of weighted average treatment effects for binary outcomes	37
Non-parametric analysis of serial dependence in time series using ordinal patterns	36
Network inference from temporally dependent grouped observations	33
Online learning for the Dirichlet process mixture model via weakly conjugate approximation	28
Adaptive spatial designs minimizing the integrated Bernoulli variance in spatial logistic regression models - with an application to benthic habitat mapping	24
Entropy-based test for generalised Gaussian distributions	22
Communication-efficient estimation of quantile matrix regression for massive datasets	22
Time series graphical lasso and sparse VAR estimation	21
Minimum profile Hellinger distance estimation of general covariate models	20
A tree approach for variable selection and its random forest	18
Non-parametric tests for cross-dependence based on multivariate extensions of ordinal patterns	16
Heavy-tailed matrix-variate hidden Markov models	16
Mixture-based estimation of entropy	16
Distributed variable screening for generalized linear models	16
Optimizing designs in clinical trials with an application in treatment of Epidermolysis bullosa simplex, a rare genetic skin disease	15
Group variable selection via group sparse neural network	15
Efficient regularized estimation of graphical proportional hazards model with interval-censored data	15
Editorial Board	14
Hierarchical Bayesian modeling of spatio-temporal area-interaction processes	14
Editorial Board	14
A unified framework of analyzing missing data and variable selection using regularized likelihood	14
Goodness-of-fit test for point processes first-order intensity	13
Lost in the shuffle: Testing power in the presence of errorful network vertex labels	13

Reparameterization of extreme value framework for improved Bayesian workflow	13
High-dimensional response growth curve modeling for longitudinal neuroimaging analysis	13
Bayesian joint modeling for causal mediation analysis with a binary outcome and a binary mediator: Exploring the role of obesity in the association between cranial radiation therapy for childhood acut	13
Integrated subgroup identification from multi-source data	12
JANE: Just Another latent space NEtwork clustering algorithm	12
Dynamic risk score modeling for multiple longitudinal risk factors and survival	12
Iterative importance sampling with Markov chain Monte Carlo sampling in robust Bayesian analysis	12
Editorial Board	12
Adjusting for unmeasured confounding in survival causal effect using validation data	12
Wavelet testing for a replicate-effect within an ordered multiple-trial experiment	12
On the semi-varying coefficient dynamic panel data model with autocorrelated errors	11
Editorial Board	11
Distributed adaptive Huber regression	11
Hierarchical clustered multiclass discriminant analysis via cross-validation	11
Statistical inference of heterogeneous treatment effect based on single-index model	11
A hierarchical testing procedure for three arm non-inferiority trials	11
Bayesian semiparametric multivariate density deconvolution via stochastic rotation of replicates	11
Independence index sufficient variable screening for categorical responses	11
Unsupervised mixture estimation via approximate maximum likelihood based on the Cramér - von Mises distance	11
Editorial Board	10
Online graph topology learning from matrix-valued time series	10
High-dimensional copula-based Wasserstein dependence	10
Online kernel sliced inverse regression	10
Classification of social media users with generalized functional data analysis	10
Heterogeneous quantile regression for longitudinal data with subgroup structures	10
Variable selection using data splitting and projection for principal fitted component models in high dimension	10
Bayesian grouping-Gibbs sampling estimation of high-dimensional linear model with non-sparsity	10
Clustering multivariate functional data using unsupervised binary trees	10
Assessment of the effect of constraints in a new multivariate mixed method for statistical matching	9
Additive dynamic models for correcting numerical model outputs	9
Estimation of the volume under a ROC surface in presence of covariates	9
A Markov decision process for response-adaptive randomization in clinical trials	9
Joint estimation of precision matrices for long-memory time series	9
Deep parameterizations of pairwise and triplet Markov models for unsupervised classification of sequential data	9
Empirical likelihood inference for longitudinal data with covariate measurement errors: An application to the LEAN study	9
The circular quantile residual	9
A new normal reference test for linear hypothesis testing in high-dimensional heteroscedastic one-way MANOVA	9
Empirical Gittins index strategies with ε-explorations for multi-armed bandit problems	8
Estimating a smooth covariance for functional data	8
Functional principal component analysis for partially observed elliptical process	8
Systematic enumeration of two-level even-odd designs of strength 3	8
Nonparametric Bayesian modelling of longitudinally integrated covariance functions on spheres	8
Multiply robust estimation of causal effects using linked data	8
A fast trans-lasso algorithm with penalized weighted score function	8
Parameter estimation and computation of the Fisher information matrix for functions of phase type random variables	8
Quantile three-factor model with heteroskedasticity, skewness, and leptokurtosis	8
Post-clustering difference testing: Valid inference and practical considerations with applications to ecological and biological data	8
Bayesian nonparametric Erlang mixture modeling for survival analysis	8
A latent slice sampling algorithm	8
Approximate Bayesian conditional copulas	8

Laplace approximated quasi-likelihood method for heteroscedastic survival data	8
Semiparametric accelerated failure time models under unspecified random effect distributions	8
Parameter estimation and model-based clustering with spherical normal distribution on the unit hypersphere	8
Power analysis and type I and type II error rates of Bayesian nonparametric two-sample tests for location-shifts based on the Bayes factor under Cauchy priors	8
Fast same-step forecast in SUTSE model and its theoretical properties	8
Novel multiplier bootstrap tests for high-dimensional data with applications to MANOVA	8
Conditional-mean multiplicative operator models for count time series	8
Editorial Board	7
Editorial Board	7
Bayesian analysis of longitudinal data via empirical likelihood	7
Block-wise primal-dual algorithms for large-scale doubly penalized ANOVA modeling	7
Clustering-based inter-regional correlation estimation	7
On Jeffreys's cardioid distribution	7
A novel spatio-temporal clustering algorithm with applications on COVID-19 data from the United States	7
Copula link-based additive models for bivariate time-to-event outcomes with general censoring scheme	7
Editorial Board	7
Multi-block alternating direction method of multipliers for ultrahigh dimensional quantile fused regression	7
Fusing sufficient dimension reduction with neural networks	7
Robust modeling of multivariate longitudinal data using modified Cholesky and hypersphere decompositions	7
Nonparametric quantile scalar-on-image regression	7
Full uncertainty analysis for Bayesian nonparametric mixture models	7
A semiparametric model for the cause-specific hazard under risk proportionality	7
Discrepancy between structured matrices in the power analysis of a separability test	7
Indicator-based Bayesian variable selection for Gaussian process models in computer experiments	7
Bayesian modeling of spatial integer-valued time series	7
Identification of the differencing operator of a non-stationary time series via testing for zeroes in the spectral density	7
A group comparison in fMRI data using a semiparametric model under shape invariance	7
Doubly robust estimation in causal inference with missing outcomes: With an application to the Aerobics Center Longitudinal Study	7
A goodness-of-fit test for functional time series with applications to Ornstein-Uhlenbeck processes	6
Optimal split -plot designs	6
Dimension reduction in time series under the presence of conditional heteroscedasticity	6
A score-based threshold effect test in time series models	6
Oracle-efficient estimation and trend inference in non-stationary time series with trend and heteroscedastic ARMA error	6
Test for the mean of high-dimensional functional time series	6
A two-stage optimal subsampling estimation for missing data problems with large-scale data	6
Bayesian circular lattice filters for computationally efficient estimation of multivariate time-varying autoregressive models	6
Estimation of predictive performance in high-dimensional data settings using learning curves	6
Inference for monotone single-index conditional means: A Lorenz regression approach	6
Study of imputation procedures for nonparametric density estimation based on missing censored lifetimes	6
New tests for the identity and sphericity of high-dimensional covariance matrices via U-statistics	6
Boosting interaction tree stumps for modeling interactions	6
Detecting change structures of nonparametric regressions	6
Editorial Board	6
On MCMC sampling in self-exciting integer-valued threshold time series models	6
A copula duration model with dependent states and spells	6
High-dimensional causal mediation analysis based on partial linear structural equation models	6
Joint estimation of monotone curves via functional principal component analysis	6
Editorial Board	6
GMM estimation and variable selection of semiparametric model with increasing dimension and high-order spatial dependence	6
Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space	6
Simultaneously detecting spatiotemporal changes with penalized Poisson regression models	6
Development of a new general class of bivariate distributions based on reversed hazard rate order	6
Minimax rates of convergence for sliced inverse regression with differential privacy	6
A rank-based high-dimensional test for equality of mean vectors	6
A unified framework on defining depth for point process using function smoothing	6
Accelerating inference for stochastic kinetic models	5
A prior for record linkage based on allelic partitions	5
Shape-constrained estimation in functional regression with Bernstein polynomials	5
Covariate-modulated large-scale multiple testing under dependence	5
Selecting time-series hyperparameters with the artificial jackknife	5
A nonparametrically corrected likelihood for Bayesian spectral analysis of multivariate time series	5
Multivariate ranks based on randomized lift-interdirections	5
2nd special issue on BIOSTATISTICS	5
Robust Functional Regression with Discretely Sampled Predictors	5
Bayesian nonparametric hypothesis testing for longitudinal data analysis	5
Latent event history models for quasi-reaction systems	5
A Bayesian cluster validity index	5
Editorial Board	5
Probability of default estimation in credit risk using mixture cure models	5
Explaining classifiers with measures of statistical association	5
Airflow recovery from thoracic and abdominal movements using synchrosqueezing transform and locally stationary Gaussian process regression	5
Bayesian taut splines for estimating the number of modes	5
Robust fitting of mixture models using weighted complete estimating equations	5
An efficient algorithm to assess multivariate surrogate endpoints in a causal inference framework	5
Change-point detection for multivariate nonparametric regression with deep neural networks	5
Variable selection in AUC-optimizing classification	5
Editorial Board	5
A roughness penalty approach to estimate densities over two-dimensional manifolds	5
Simultaneous confidence region of an embedded one-dimensional curve in multi-dimensional space	5
A unifying implementation of stratum (aka strong) orthogonal arrays	5

A subspace method for large-scale trace ratio problems	5
Conformal prediction bands for two-dimensional functional time series	5
Fast calculation of p-values for one-sided Kolmogorov-Smirnov type statistics	5
A new classification tree method with interaction detection capability	5
Online non-parametric changepoint detection with application to monitoring operational performance of network devices	5
Editorial Board	5
Likelihood-free inference with deep Gaussian processes	5
Variable selection for case-cohort studies with informatively interval-censored outcomes	5
A stochastic process representation for time warping functions	5
Fusion regression methods with repeated functional data	5
A unified consensus-based parallel algorithm for high-dimensional regression with combined regularizations	5
Polya tree Monte Carlo method	5