Computational Statistics & Data Analysis

Article	Citations
Non-parametric analysis of serial dependence in time series using ordinal patterns	133
Online learning for the Dirichlet process mixture model via weakly conjugate approximation	33
Minimum profile Hellinger distance estimation of general covariate models	32
A tree approach for variable selection and its random forest	31
Robust MAVE through nonconvex penalized regression	28
Entropy-based test for generalised Gaussian distributions	25
Adaptive spatial designs minimizing the integrated Bernoulli variance in spatial logistic regression models - with an application to benthic habitat mapping	25
Network inference from temporally dependent grouped observations	21
Graph informed sliced inverse regression	20
Communication-efficient estimation of quantile matrix regression for massive datasets	20
Time series graphical lasso and sparse VAR estimation	18
Mixture-based estimation of entropy	18
Group variable selection via group sparse neural network	17
Fast and scalable computations for Gaussian hierarchical models with intrinsic conditional autoregressive spatial random effects	16
Hierarchical Bayesian modeling of spatio-temporal area-interaction processes	16
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	15
Mixture of linear experts model for censored data: A novel approach with scale-mixture of normal distributions	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	14
Editorial Board	13
Reparameterization of extreme value framework for improved Bayesian workflow	13
Editorial Board	13
Optimizing designs in clinical trials with an application in treatment of Epidermolysis bullosa simplex, a rare genetic skin disease	13
Wavelet testing for a replicate-effect within an ordered multiple-trial experiment	12
Editorial Board	12

Independence index sufficient variable screening for categorical responses	11
Integrated subgroup identification from multi-source data	11
A hierarchical testing procedure for three arm non-inferiority trials	11
Statistical inference of heterogeneous treatment effect based on single-index model	11
Hierarchical clustered multiclass discriminant analysis via cross-validation	11
Bayesian semiparametric multivariate density deconvolution via stochastic rotation of replicates	11
Iterative importance sampling with Markov chain Monte Carlo sampling in robust Bayesian analysis	11
Dynamic risk score modeling for multiple longitudinal risk factors and survival	11
On the semi-varying coefficient dynamic panel data model with autocorrelated errors	10
Editorial Board	10
Unsupervised mixture estimation via approximate maximum likelihood based on the Cramér - von Mises distance	10
Lost in the shuffle: Testing power in the presence of errorful network vertex labels	10
Distributed adaptive Huber regression	10
Editorial Board	10
Editorial Board	9
Optimal treatment regimes for competing risk data using doubly robust outcome weighted learning with bi-level variable selection	9
Functional principal component analysis for partially observed elliptical process	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
A Markov decision process for response-adaptive randomization in clinical trials	9
Online kernel sliced inverse regression	9
Quantile three-factor model with heteroskedasticity, skewness, and leptokurtosis	9
Empirical likelihood inference for longitudinal data with covariate measurement errors: An application to the LEAN study	9
High-dimensional copula-based Wasserstein dependence	9
Adjusting for unmeasured confounding in survival causal effect using validation data	9
Bayesian grouping-Gibbs sampling estimation of high-dimensional linear model with non-sparsity	9
A fast trans-lasso algorithm with penalized weighted score function	8
Clustering multivariate functional data using unsupervised binary trees	8
Estimation of the volume under a ROC surface in presence of covariates	8
The circular quantile residual	8
A latent slice sampling algorithm	8
Deep parameterizations of pairwise and triplet Markov models for unsupervised classification of sequential data	8
Parameter estimation and model-based clustering with spherical normal distribution on the unit hypersphere	8
Online graph topology learning from matrix-valued time series	8
Additive dynamic models for correcting numerical model outputs	8
Classification of social media users with generalized functional data analysis	8
Bayesian nonparametric Erlang mixture modeling for survival analysis	8
Robust communication-efficient distributed composite quantile regression and variable selection for massive data	8
Post-clustering difference testing: Valid inference and practical considerations with applications to ecological and biological data	8
Assessment of the effect of constraints in a new multivariate mixed method for statistical matching	8
A new normal reference test for linear hypothesis testing in high-dimensional heteroscedastic one-way MANOVA	8
Laplace approximated quasi-likelihood method for heteroscedastic survival data	7
A more powerful test of equality of high-dimensional two-sample means	7
Semiparametric accelerated failure time models under unspecified random effect distributions	7
Parameter estimation and computation of the Fisher information matrix for functions of phase type random variables	7
Multi-block alternating direction method of multipliers for ultrahigh dimensional quantile fused regression	7
Approximate Bayesian conditional copulas	7
Dimension reduction in time series under the presence of conditional heteroscedasticity	7
A group comparison in fMRI data using a semiparametric model under shape invariance	7
Robust modeling of multivariate longitudinal data using modified Cholesky and hypersphere decompositions	7

Nonparametric Bayesian modelling of longitudinally integrated covariance functions on spheres	7
Empirical Gittins index strategies with ε-explorations for multi-armed bandit problems	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
Discrepancy between structured matrices in the power analysis of a separability test	7
Conditional-mean multiplicative operator models for count time series	7
Indicator-based Bayesian variable selection for Gaussian process models in computer experiments	7
Bayesian modeling of spatial integer-valued time series	7
Promote sign consistency in the joint estimation of precision matrices	7
A novel spatio-temporal clustering algorithm with applications on COVID-19 data from the United States	7
Doubly robust estimation in causal inference with missing outcomes: With an application to the Aerobics Center Longitudinal Study	7
Systematic enumeration of two-level even-odd designs of strength 3	7
GMM estimation and variable selection of semiparametric model with increasing dimension and high-order spatial dependence	7
Novel multiplier bootstrap tests for high-dimensional data with applications to MANOVA	7
Bayesian analysis of longitudinal data via empirical likelihood	7
Fusing sufficient dimension reduction with neural networks	7
Clustering-based inter-regional correlation estimation	7
Fast same-step forecast in SUTSE model and its theoretical properties	7
A goodness-of-fit test for functional time series with applications to Ornstein-Uhlenbeck processes	6
High-dimensional causal mediation analysis based on partial linear structural equation models	6
A rank-based high-dimensional test for equality of mean vectors	6
Block-wise primal-dual algorithms for large-scale doubly penalized ANOVA modeling	6
Editorial Board	6
Editorial Board	6
A semiparametric model for the cause-specific hazard under risk proportionality	6
Editorial Board	6
Study of imputation procedures for nonparametric density estimation based on missing censored lifetimes	6
Detecting change structures of nonparametric regressions	6
Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space	6
Identification of the differencing operator of a non-stationary time series via testing for zeroes in the spectral density	6
Editorial Board	6
A motif building process for simulating random networks	6
Two-sample test in high dimensions through random selection	6
Testing conditional mean through regression model sequence using Yanai’s generalized coefficient of determination	6
Bayesian circular lattice filters for computationally efficient estimation of multivariate time-varying autoregressive models	6
Optimal split -plot designs	6
Testing error heterogeneity in censored linear regression	6
Nonparametric quantile scalar-on-image regression	6
Full uncertainty analysis for Bayesian nonparametric mixture models	6
Editorial Board	6
Copula link-based additive models for bivariate time-to-event outcomes with general censoring scheme	6
A two-stage optimal subsampling estimation for missing data problems with large-scale data	6
Robust fitting of mixture models using weighted complete estimating equations	5
Polya tree Monte Carlo method	5
A unifying implementation of stratum (aka strong) orthogonal arrays	5
Simultaneous confidence region of an embedded one-dimensional curve in multi-dimensional space	5
Airflow recovery from thoracic and abdominal movements using synchrosqueezing transform and locally stationary Gaussian process regression	5
Fast calculation of p-values for one-sided Kolmogorov-Smirnov type statistics	5
Covariate-modulated large-scale multiple testing under dependence	5
Editorial Board	5
A new classification tree method with interaction detection capability	5
Inference for monotone single-index conditional means: A Lorenz regression approach	5
A unified framework on defining depth for point process using function smoothing	5
Conformal prediction bands for two-dimensional functional time series	5
A prior for record linkage based on allelic partitions	5
Multivariate ranks based on randomized lift-interdirections	5
Editorial Board	5
Explaining classifiers with measures of statistical association	5
Probability of default estimation in credit risk using mixture cure models	5
A copula duration model with dependent states and spells	5
A subspace method for large-scale trace ratio problems	5
A roughness penalty approach to estimate densities over two-dimensional manifolds	5
Copula Particle Filters	5
Deep distribution regression	5
Oracle-efficient estimation and trend inference in non-stationary time series with trend and heteroscedastic ARMA error	5
Joint estimation of monotone curves via functional principal component analysis	5
Editorial Board	5
An efficient algorithm to assess multivariate surrogate endpoints in a causal inference framework	5
A nonparametrically corrected likelihood for Bayesian spectral analysis of multivariate time series	5
A Bayesian cluster validity index	5
Shape-constrained estimation in functional regression with Bernstein polynomials	5
Online non-parametric changepoint detection with application to monitoring operational performance of network devices	5
Bayesian taut splines for estimating the number of modes	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
On MCMC sampling in self-exciting integer-valued threshold time series models	5
Estimation of predictive performance in high-dimensional data settings using learning curves	5
Minimax rates of convergence for sliced inverse regression with differential privacy	5
Clustering multivariate count data via Dirichlet-multinomial network fusion	4
GMM estimation of partially linear additive spatial autoregressive model	4
Variable selection for case-cohort studies with informatively interval-censored outcomes	4

Response adaptive designs for Phase II trials with binary endpoint based on context-dependent information measures	4
Editorial Board	4
A stochastic process representation for time warping functions	4
Deep learning for quantile regression under right censoring: DeepQuantreg	4
Two-sample test of stochastic block models	4
Time stable empirical best predictors under a unit-level model	4
Tests for differential Gaussian Bayesian networks based on quadratic inference functions	4
Feature filter for estimating central mean subspace and its sparse solution	4
Categorical CVA biplots	4
How to implement signed-rank wilcox.test() type procedures when a center of symmetry is unknown	4
A double Pólya-Gamma data augmentation scheme for a hierarchical Negative Binomial - Binomial data model	4
Fusion regression methods with repeated functional data	4
Correcting for sample selection bias in Bayesian distributional regression models	4
Topology-based goodness-of-fit tests for sliced spatial data	4
Clusterwise functional linear regression models	4
Neural networks for parameter estimation in intractable models	4
Latent event history models for quasi-reaction systems	4
Robust heavy-tailed versions of generalized linear models with applications in actuarial science	4
Inference for partially observed epidemic dynamics guided by Kalman filtering techniques	4
Tuning parameter selection for penalized estimation via R2	4
Exceedance control of the false discovery proportion via high precision inversion method of Berk-Jones statistics	4
Robust regression with compositional covariates	4
Strong orthogonal Latin hypercubes for computer experiments	4
Nonparametric density estimation and bandwidth selection with B-spline bases: A novel Galerkin method	4
2nd special issue on BIOSTATISTICS	4
A unified consensus-based parallel algorithm for high-dimensional regression with combined regularizations	4
Correlation for tree-shaped datasets and its Bayesian estimation	4
Small area estimation of general finite-population parameters based on grouped data	4
Accelerating inference for stochastic kinetic models	4
Bayesian multivariate latent class profile analysis: Exploring the developmental progression of youth depression and substance use	4
Likelihood-free inference with deep Gaussian processes	4
Variable selection for high-dimensional incomplete data	4
A stochastic block model approach for the analysis of multilevel networks: An application to the sociology of organizations	4
Locally sparse quantile estimation for a partially functional interaction model	4
Bayesian nonparametric hypothesis testing for longitudinal data analysis	4
Marginal M-quantile regression for multivariate dependent data	4
Feasible model-based principal component analysis: Joint estimation of rank and error covariance matrix	4
Bayesian imaging inverse problem with SA-Roundtrip prior via HMC-pCN sampler	3
Prediction in functional regression with discretely observed and noisy covariates	3
Group symmetric Latin hypercube designs for symmetrical global sensitivity analysis	3
Hybrid maximum likelihood inference for stochastic block models	3
Marginal false discovery rate for a penalized transformation survival model	3
Active set algorithms for estimating shape-constrained density ratios	3
Joint non-parametric estimation of mean and auto-covariances for Gaussian processes	3
Dynamical modeling for non-Gaussian data with high-dimensional sparse ordinary differential equations	3
Improving performances of MCMC for Nearest Neighbor Gaussian Process models with full data augmentation	3
Quantile feature screening for infinite dimensional data under FDR control	3
A high dimensional dissimilarity measure	3
Robust polytomous logistic regression	3
High dimensional regression for regenerative time-series: An application to road traffic modeling	3
Editorial Board	3
Parallel-and-stream accelerator for computationally fast supervised learning	3
Weighted least squares model averaging for accelerated failure time models	3
Smooth LASSO estimator for the Function-on-Function linear regression model	3
Testing the parametric form of the conditional variance in regressions based on distance covariance	3
2-D Rayleigh autoregressive moving average model for SAR image modeling	3
Bayesian simultaneous factorization and prediction using multi-omic data	3
Pinball boosting of regression quantiles	3
Extrapolation estimation in parametric regression models with measurement error	3
Editorial Board	3
Hypothesis testing of varying coefficients for regional quantiles	3
Sequential estimation for mixture of regression models for heterogeneous population	3
Feature screening and FDR control with knockoff features for ultrahigh-dimensional right-censored data	3
Surrogate space based dimension reduction for nonignorable nonresponse	3
Joint modelling of the body and tail of bivariate data	3
Functional clustering methods for binary longitudinal data with temporal heterogeneity	3
Editorial Board	3
Large-scale local surrogate modeling of stochastic simulation experiments	3
Robust designs for dose–response studies: Model and labelling robustness	3
On the efficacy of higher-order spectral clustering under weighted stochastic block models	3
Smoothly varying regularization	3
A distributed community detection algorithm for large scale networks under stochastic block models	3
Variable screening for varying coefficient models with ultrahigh-dimensional survival data	3
Variational Bayesian inference for network autoregression models	3
Flexible estimation of the state dwell-time distribution in hidden semi-Markov models	3
Sufficient dimension reduction for a novel class of zero-inflated graphical models	3
Block-diagonal precision matrix regularization for ultra-high dimensional data	3
Asymptotic normality of residual density estimator in stationary and explosive autoregressive models	3
Covariate dependent Beta-GOS process	3
Editorial Board	3
Bayesian modal regression based on mixture distributions	3
Efficient unequal probability resampling from finite populations	3
Multivariate distributional stochastic frontier models	3
The multi-aspect tests in the presence of ties	3
A general Monte Carlo method for multivariate goodness–of–fit testing applied to elliptical families	3
Specification testing for ordinary differential equation models with fixed design and applications to COVID-19 epidemic models	3
Assessing dynamic effects on a Bayesian matrix-variate dynamic linear model: An application to task-based fMRI data analysis	3
Editorial Board	3
Estimation of multivariate tail quantities	3
Fully nonparametric inverse probability weighting estimation with nonignorable missing data and its extension to missing quantile regression	3
Group linear non-Gaussian component analysis with applications to neuroimaging	3
Collaboration mechanisms and community detection of statisticians based on ERGMs and kNN-walktrap	3
On graphical models and convex geometry	2
Spectral co-clustering in multi-layer directed networks	2
Multivariate sparse Laplacian shrinkage for joint estimation of two graphical structures	2