Computational Statistics & Data Analysis

Article	Citations
Confidence intervals for tree-structured varying coefficients	43
Differentially private estimation of weighted average treatment effects for binary outcomes	32
Minimum profile Hellinger distance estimation of general covariate models	32
Graph informed sliced inverse regression	31
Adaptive spatial designs minimizing the integrated Bernoulli variance in spatial logistic regression models - with an application to benthic habitat mapping	27
Online learning for the Dirichlet process mixture model via weakly conjugate approximation	25
Network inference from temporally dependent grouped observations	21
A tree approach for variable selection and its random forest	21
Mixture-based estimation of entropy	19
Communication-efficient estimation of quantile matrix regression for massive datasets	19
Time series graphical lasso and sparse VAR estimation	18
Entropy-based test for generalised Gaussian distributions	18
Group variable selection via group sparse neural network	15
Hierarchical Bayesian modeling of spatio-temporal area-interaction processes	15
Non-parametric analysis of serial dependence in time series using ordinal patterns	15
Editorial Board	14
A unified framework of analyzing missing data and variable selection using regularized likelihood	14
Optimizing designs in clinical trials with an application in treatment of Epidermolysis bullosa simplex, a rare genetic skin disease	14
Fast and scalable computations for Gaussian hierarchical models with intrinsic conditional autoregressive spatial random effects	14
Editorial Board	14
Goodness-of-fit test for point processes first-order intensity	14
Efficient regularized estimation of graphical proportional hazards model with interval-censored data	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
Wavelet testing for a replicate-effect within an ordered multiple-trial experiment	12
Reparameterization of extreme value framework for improved Bayesian workflow	12

Hierarchical clustered multiclass discriminant analysis via cross-validation	11
Dynamic risk score modeling for multiple longitudinal risk factors and survival	11
Bayesian semiparametric multivariate density deconvolution via stochastic rotation of replicates	11
Editorial Board	11
Independence index sufficient variable screening for categorical responses	11
Editorial Board	11
Statistical inference of heterogeneous treatment effect based on single-index model	11
A hierarchical testing procedure for three arm non-inferiority trials	10
On the semi-varying coefficient dynamic panel data model with autocorrelated errors	10
Integrated subgroup identification from multi-source data	10
Unsupervised mixture estimation via approximate maximum likelihood based on the Cramér - von Mises distance	10
Iterative importance sampling with Markov chain Monte Carlo sampling in robust Bayesian analysis	10
Distributed adaptive Huber regression	10
Lost in the shuffle: Testing power in the presence of errorful network vertex labels	10
Adjusting for unmeasured confounding in survival causal effect using validation data	10
Editorial Board	9
A Markov decision process for response-adaptive randomization in clinical trials	9
Bayesian grouping-Gibbs sampling estimation of high-dimensional linear model with non-sparsity	9
Online graph topology learning from matrix-valued time series	9
Heterogeneous quantile regression for longitudinal data with subgroup structures	9
Variable selection using data splitting and projection for principal fitted component models in high dimension	9
Quantile three-factor model with heteroskedasticity, skewness, and leptokurtosis	9
Functional principal component analysis for partially observed elliptical process	9
Assessment of the effect of constraints in a new multivariate mixed method for statistical matching	9
A new normal reference test for linear hypothesis testing in high-dimensional heteroscedastic one-way MANOVA	9
Empirical likelihood inference for longitudinal data with covariate measurement errors: An application to the LEAN study	9
Online kernel sliced inverse regression	9
Clustering multivariate functional data using unsupervised binary trees	9
Estimation of the volume under a ROC surface in presence of covariates	9
Deep parameterizations of pairwise and triplet Markov models for unsupervised classification of sequential data	9
Approximate Bayesian conditional copulas	8
Doubly robust estimation in causal inference with missing outcomes: With an application to the Aerobics Center Longitudinal Study	8
Robust communication-efficient distributed composite quantile regression and variable selection for massive data	8
High-dimensional copula-based Wasserstein dependence	8
A more powerful test of equality of high-dimensional two-sample means	8
A novel spatio-temporal clustering algorithm with applications on COVID-19 data from the United States	8
Multiply robust estimation of causal effects using linked data	8
Parameter estimation and model-based clustering with spherical normal distribution on the unit hypersphere	8
Additive dynamic models for correcting numerical model outputs	8
The circular quantile residual	8
Semiparametric accelerated failure time models under unspecified random effect distributions	8
A latent slice sampling algorithm	8
A fast trans-lasso algorithm with penalized weighted score function	8
Post-clustering difference testing: Valid inference and practical considerations with applications to ecological and biological data	8
Classification of social media users with generalized functional data analysis	8
Bayesian nonparametric Erlang mixture modeling for survival analysis	8
Empirical Gittins index strategies with ε-explorations for multi-armed bandit problems	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
Full uncertainty analysis for Bayesian nonparametric mixture models	7

Nonparametric Bayesian modelling of longitudinally integrated covariance functions on spheres	7
Editorial Board	7
A semiparametric model for the cause-specific hazard under risk proportionality	7
Systematic enumeration of two-level even-odd designs of strength 3	7
Clustering-based inter-regional correlation estimation	7
Robust modeling of multivariate longitudinal data using modified Cholesky and hypersphere decompositions	7
Laplace approximated quasi-likelihood method for heteroscedastic survival data	7
Editorial Board	7
Parameter estimation and computation of the Fisher information matrix for functions of phase type random variables	7
Editorial Board	7
Novel multiplier bootstrap tests for high-dimensional data with applications to MANOVA	7
Conditional-mean multiplicative operator models for count time series	7
Bayesian analysis of longitudinal data via empirical likelihood	7
Dimension reduction in time series under the presence of conditional heteroscedasticity	7
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	7
Multi-block alternating direction method of multipliers for ultrahigh dimensional quantile fused regression	7
Fast same-step forecast in SUTSE model and its theoretical properties	7
A motif building process for simulating random networks	7
Identification of the differencing operator of a non-stationary time series via testing for zeroes in the spectral density	6
High-dimensional causal mediation analysis based on partial linear structural equation models	6
A unified framework on defining depth for point process using function smoothing	6
Minimax rates of convergence for sliced inverse regression with differential privacy	6
Study of imputation procedures for nonparametric density estimation based on missing censored lifetimes	6
A goodness-of-fit test for functional time series with applications to Ornstein-Uhlenbeck processes	6
GMM estimation and variable selection of semiparametric model with increasing dimension and high-order spatial dependence	6
Bayesian modeling of spatial integer-valued time series	6
Optimal split -plot designs	6
Copula link-based additive models for bivariate time-to-event outcomes with general censoring scheme	6
Oracle-efficient estimation and trend inference in non-stationary time series with trend and heteroscedastic ARMA error	6
Editorial Board	6
Detecting change structures of nonparametric regressions	6
A rank-based high-dimensional test for equality of mean vectors	6
Fusing sufficient dimension reduction with neural networks	6
Nonparametric quantile scalar-on-image regression	6
A group comparison in fMRI data using a semiparametric model under shape invariance	6
Testing error heterogeneity in censored linear regression	6
Joint estimation of monotone curves via functional principal component analysis	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
Editorial Board	6
Block-wise primal-dual algorithms for large-scale doubly penalized ANOVA modeling	6
Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space	5
Airflow recovery from thoracic and abdominal movements using synchrosqueezing transform and locally stationary Gaussian process regression	5
Conformal prediction bands for two-dimensional functional time series	5
A unified consensus-based parallel algorithm for high-dimensional regression with combined regularizations	5
An efficient algorithm to assess multivariate surrogate endpoints in a causal inference framework	5
Robust fitting of mixture models using weighted complete estimating equations	5
Likelihood-free inference with deep Gaussian processes	5
Explaining classifiers with measures of statistical association	5
Simultaneous confidence region of an embedded one-dimensional curve in multi-dimensional space	5
Selecting time-series hyperparameters with the artificial jackknife	5
A unifying implementation of stratum (aka strong) orthogonal arrays	5
A new classification tree method with interaction detection capability	5
Accelerating inference for stochastic kinetic models	5
Test for the mean of high-dimensional functional time series	5
Development of a new general class of bivariate distributions based on reversed hazard rate order	5
A roughness penalty approach to estimate densities over two-dimensional manifolds	5
Editorial Board	5
2nd special issue on BIOSTATISTICS	5
Variable selection for case-cohort studies with informatively interval-censored outcomes	5
Fusion regression methods with repeated functional data	5
Fast calculation of p-values for one-sided Kolmogorov-Smirnov type statistics	5
A stochastic process representation for time warping functions	5
A prior for record linkage based on allelic partitions	5
Polya tree Monte Carlo method	5
Bayesian taut splines for estimating the number of modes	5
Editorial Board	5
Inference for monotone single-index conditional means: A Lorenz regression approach	5
Copula Particle Filters	5
On MCMC sampling in self-exciting integer-valued threshold time series models	5
Online non-parametric changepoint detection with application to monitoring operational performance of network devices	5
A Bayesian cluster validity index	5
Latent event history models for quasi-reaction systems	5
A nonparametrically corrected likelihood for Bayesian spectral analysis of multivariate time series	5
Bayesian nonparametric hypothesis testing for longitudinal data analysis	5
Estimation of predictive performance in high-dimensional data settings using learning curves	5
Inference for partially observed epidemic dynamics guided by Kalman filtering techniques	5
Probability of default estimation in credit risk using mixture cure models	5
Multivariate ranks based on randomized lift-interdirections	5
Covariate-modulated large-scale multiple testing under dependence	5

Shape-constrained estimation in functional regression with Bernstein polynomials	5
A subspace method for large-scale trace ratio problems	5
A copula duration model with dependent states and spells	5