Computational Statistics & Data Analysis

Papers
(The TQCC of Computational Statistics & Data Analysis is 4. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-07-01 to 2025-07-01.)
ArticleCitations
Confidence intervals for tree-structured varying coefficients34
Online learning for the Dirichlet process mixture model via weakly conjugate approximation32
Minimum profile Hellinger distance estimation of general covariate models30
Differentially private estimation of weighted average treatment effects for binary outcomes26
Time series graphical lasso and sparse VAR estimation25
Entropy-based test for generalised Gaussian distributions22
Robust MAVE through nonconvex penalized regression21
Graph informed sliced inverse regression21
Network inference from temporally dependent grouped observations18
Non-parametric analysis of serial dependence in time series using ordinal patterns18
Communication-efficient estimation of quantile matrix regression for massive datasets17
A tree approach for variable selection and its random forest17
Mixture-based estimation of entropy16
Group variable selection via group sparse neural network15
Adaptive spatial designs minimizing the integrated Bernoulli variance in spatial logistic regression models - with an application to benthic habitat mapping15
Fast and scalable computations for Gaussian hierarchical models with intrinsic conditional autoregressive spatial random effects14
Hierarchical Bayesian modeling of spatio-temporal area-interaction processes14
Reparameterization of extreme value framework for improved Bayesian workflow13
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 acut13
Goodness-of-fit test for point processes first-order intensity13
A unified framework of analyzing missing data and variable selection using regularized likelihood13
Editorial Board12
Editorial Board12
Optimizing designs in clinical trials with an application in treatment of Epidermolysis bullosa simplex, a rare genetic skin disease12
A hierarchical testing procedure for three arm non-inferiority trials11
Wavelet testing for a replicate-effect within an ordered multiple-trial experiment11
Iterative importance sampling with Markov chain Monte Carlo sampling in robust Bayesian analysis11
Independence index sufficient variable screening for categorical responses11
Statistical inference of heterogeneous treatment effect based on single-index model11
Bayesian semiparametric multivariate density deconvolution via stochastic rotation of replicates11
Distributed adaptive Huber regression10
Integrated subgroup identification from multi-source data10
On the semi-varying coefficient dynamic panel data model with autocorrelated errors10
Hierarchical clustered multiclass discriminant analysis via cross-validation10
Unsupervised mixture estimation via approximate maximum likelihood based on the Cramér - von Mises distance10
Editorial Board10
Dynamic risk score modeling for multiple longitudinal risk factors and survival10
Editorial Board10
Adjusting for unmeasured confounding in survival causal effect using validation data9
Variable selection using data splitting and projection for principal fitted component models in high dimension9
Functional principal component analysis for partially observed elliptical process9
Robust communication-efficient distributed composite quantile regression and variable selection for massive data9
Estimation of the volume under a ROC surface in presence of covariates9
Lost in the shuffle: Testing power in the presence of errorful network vertex labels9
A Markov decision process for response-adaptive randomization in clinical trials9
Empirical likelihood inference for longitudinal data with covariate measurement errors: An application to the LEAN study9
The circular quantile residual9
Heterogeneous quantile regression for longitudinal data with subgroup structures9
Editorial Board9
Quantile three-factor model with heteroskedasticity, skewness, and leptokurtosis9
Bayesian grouping-Gibbs sampling estimation of high-dimensional linear model with non-sparsity9
Classification of social media users with generalized functional data analysis9
Online kernel sliced inverse regression9
Semiparametric accelerated failure time models under unspecified random effect distributions8
Bayesian nonparametric Erlang mixture modeling for survival analysis8
Post-clustering difference testing: Valid inference and practical considerations with applications to ecological and biological data8
Additive dynamic models for correcting numerical model outputs8
High-dimensional copula-based Wasserstein dependence8
A fast trans-lasso algorithm with penalized weighted score function8
Clustering multivariate functional data using unsupervised binary trees8
Assessment of the effect of constraints in a new multivariate mixed method for statistical matching8
Deep parameterizations of pairwise and triplet Markov models for unsupervised classification of sequential data8
A new normal reference test for linear hypothesis testing in high-dimensional heteroscedastic one-way MANOVA8
Parameter estimation and model-based clustering with spherical normal distribution on the unit hypersphere8
Online graph topology learning from matrix-valued time series8
Approximate Bayesian conditional copulas7
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 priors7
Empirical Gittins index strategies with ε-explorations for multi-armed bandit problems7
Fast same-step forecast in SUTSE model and its theoretical properties7
Discrepancy between structured matrices in the power analysis of a separability test7
Indicator-based Bayesian variable selection for Gaussian process models in computer experiments7
A motif building process for simulating random networks7
Clustering-based inter-regional correlation estimation7
Systematic enumeration of two-level even-odd designs of strength 37
Novel multiplier bootstrap tests for high-dimensional data with applications to MANOVA7
Parameter estimation and computation of the Fisher information matrix for functions of phase type random variables7
Laplace approximated quasi-likelihood method for heteroscedastic survival data7
A novel spatio-temporal clustering algorithm with applications on COVID-19 data from the United States7
Editorial Board7
Bayesian analysis of longitudinal data via empirical likelihood7
Fusing sufficient dimension reduction with neural networks7
Robust modeling of multivariate longitudinal data using modified Cholesky and hypersphere decompositions7
A more powerful test of equality of high-dimensional two-sample means7
Conditional-mean multiplicative operator models for count time series7
Nonparametric Bayesian modelling of longitudinally integrated covariance functions on spheres7
Doubly robust estimation in causal inference with missing outcomes: With an application to the Aerobics Center Longitudinal Study7
GMM estimation and variable selection of semiparametric model with increasing dimension and high-order spatial dependence7
A latent slice sampling algorithm7
Dimension reduction in time series under the presence of conditional heteroscedasticity7
Promote sign consistency in the joint estimation of precision matrices7
A goodness-of-fit test for functional time series with applications to Ornstein-Uhlenbeck processes6
Two-sample test in high dimensions through random selection6
Identification of the differencing operator of a non-stationary time series via testing for zeroes in the spectral density6
Editorial Board6
A group comparison in fMRI data using a semiparametric model under shape invariance6
Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space6
Testing error heterogeneity in censored linear regression6
Detecting change structures of nonparametric regressions6
Nonparametric quantile scalar-on-image regression6
Editorial Board6
Multi-block alternating direction method of multipliers for ultrahigh dimensional quantile fused regression6
Editorial Board6
A rank-based high-dimensional test for equality of mean vectors6
Bayesian circular lattice filters for computationally efficient estimation of multivariate time-varying autoregressive models6
Study of imputation procedures for nonparametric density estimation based on missing censored lifetimes6
Copula link-based additive models for bivariate time-to-event outcomes with general censoring scheme6
Block-wise primal-dual algorithms for large-scale doubly penalized ANOVA modeling6
A semiparametric model for the cause-specific hazard under risk proportionality6
Full uncertainty analysis for Bayesian nonparametric mixture models6
Editorial Board6
Optimal split -plot designs6
Bayesian modeling of spatial integer-valued time series6
Editorial Board5
A nonparametrically corrected likelihood for Bayesian spectral analysis of multivariate time series5
Explaining classifiers with measures of statistical association5
A copula duration model with dependent states and spells5
Bayesian taut splines for estimating the number of modes5
Test for the mean of high-dimensional functional time series5
Inference for monotone single-index conditional means: A Lorenz regression approach5
On MCMC sampling in self-exciting integer-valued threshold time series models5
A unified framework on defining depth for point process using function smoothing5
High-dimensional causal mediation analysis based on partial linear structural equation models5
Covariate-modulated large-scale multiple testing under dependence5
A unifying implementation of stratum (aka strong) orthogonal arrays5
Shape-constrained estimation in functional regression with Bernstein polynomials5
A Bayesian cluster validity index5
Airflow recovery from thoracic and abdominal movements using synchrosqueezing transform and locally stationary Gaussian process regression5
Copula Particle Filters5
Fast calculation of p-values for one-sided Kolmogorov-Smirnov type statistics5
Estimation of predictive performance in high-dimensional data settings using learning curves5
A two-stage optimal subsampling estimation for missing data problems with large-scale data5
Deep distribution regression5
Joint estimation of monotone curves via functional principal component analysis5
A new classification tree method with interaction detection capability5
Robust fitting of mixture models using weighted complete estimating equations5
Editorial Board5
A prior for record linkage based on allelic partitions5
A roughness penalty approach to estimate densities over two-dimensional manifolds5
Development of a new general class of bivariate distributions based on reversed hazard rate order5
Probability of default estimation in credit risk using mixture cure models5
A subspace method for large-scale trace ratio problems5
Editorial Board5
Minimax rates of convergence for sliced inverse regression with differential privacy5
Oracle-efficient estimation and trend inference in non-stationary time series with trend and heteroscedastic ARMA error5
Online non-parametric changepoint detection with application to monitoring operational performance of network devices5
Conformal prediction bands for two-dimensional functional time series5
Multivariate ranks based on randomized lift-interdirections5
Correcting for sample selection bias in Bayesian distributional regression models4
Deep learning for quantile regression under right censoring: DeepQuantreg4
Exceedance control of the false discovery proportion via high precision inversion method of Berk-Jones statistics4
Bayesian multivariate latent class profile analysis: Exploring the developmental progression of youth depression and substance use4
Tests for differential Gaussian Bayesian networks based on quadratic inference functions4
2nd special issue on BIOSTATISTICS4
Fusion regression methods with repeated functional data4
Variable selection for case-cohort studies with informatively interval-censored outcomes4
Feature filter for estimating central mean subspace and its sparse solution4
Locally sparse quantile estimation for a partially functional interaction model4
Variable selection for high-dimensional incomplete data4
A distributed community detection algorithm for large scale networks under stochastic block models4
Marginal M-quantile regression for multivariate dependent data4
Fully nonparametric inverse probability weighting estimation with nonignorable missing data and its extension to missing quantile regression4
Small area estimation of general finite-population parameters based on grouped data4
GMM estimation of partially linear additive spatial autoregressive model4
Time stable empirical best predictors under a unit-level model4
Categorical CVA biplots4
Topology-based goodness-of-fit tests for sliced spatial data4
Feasible model-based principal component analysis: Joint estimation of rank and error covariance matrix4
An efficient algorithm to assess multivariate surrogate endpoints in a causal inference framework4
Accelerating inference for stochastic kinetic models4
Likelihood-free inference with deep Gaussian processes4
Polya tree Monte Carlo method4
Neural networks for parameter estimation in intractable models4
Smooth LASSO estimator for the Function-on-Function linear regression model4
Robust regression with compositional covariates4
Two-sample test of stochastic block models4
Clustering multivariate count data via Dirichlet-multinomial network fusion4
Editorial Board4
A unified consensus-based parallel algorithm for high-dimensional regression with combined regularizations4
Tuning parameter selection for penalized estimation via R24
Strong orthogonal Latin hypercubes for computer experiments4
A double Pólya-Gamma data augmentation scheme for a hierarchical Negative Binomial - Binomial data model4
Inference for partially observed epidemic dynamics guided by Kalman filtering techniques4
Latent event history models for quasi-reaction systems4
A stochastic process representation for time warping functions4
Simultaneous confidence region of an embedded one-dimensional curve in multi-dimensional space4
Bayesian nonparametric hypothesis testing for longitudinal data analysis4
Robust heavy-tailed versions of generalized linear models with applications in actuarial science4
Correlation for tree-shaped datasets and its Bayesian estimation4
How to implement signed-rank wilcox.test() type procedures when a center of symmetry is unknown4
Nonparametric density estimation and bandwidth selection with B-spline bases: A novel Galerkin method4
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