Computational Statistics & Data Analysis

Papers
(The TQCC of Computational Statistics & Data Analysis is 5. 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 2021-11-01 to 2025-11-01.)
ArticleCitations
Confidence intervals for tree-structured varying coefficients49
Differentially private estimation of weighted average treatment effects for binary outcomes37
Minimum profile Hellinger distance estimation of general covariate models34
Communication-efficient estimation of quantile matrix regression for massive datasets32
Graph informed sliced inverse regression31
Time series graphical lasso and sparse VAR estimation27
Network inference from temporally dependent grouped observations24
Adaptive spatial designs minimizing the integrated Bernoulli variance in spatial logistic regression models - with an application to benthic habitat mapping22
Entropy-based test for generalised Gaussian distributions20
Mixture-based estimation of entropy19
Online learning for the Dirichlet process mixture model via weakly conjugate approximation18
Non-parametric analysis of serial dependence in time series using ordinal patterns16
Efficient regularized estimation of graphical proportional hazards model with interval-censored data16
A tree approach for variable selection and its random forest16
Non-parametric tests for cross-dependence based on multivariate extensions of ordinal patterns16
Heavy-tailed matrix-variate hidden Markov models15
Distributed variable screening for generalized linear models15
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 acut14
Optimizing designs in clinical trials with an application in treatment of Epidermolysis bullosa simplex, a rare genetic skin disease14
Editorial Board13
Group variable selection via group sparse neural network13
Editorial Board13
Reparameterization of extreme value framework for improved Bayesian workflow13
Hierarchical Bayesian modeling of spatio-temporal area-interaction processes13
A unified framework of analyzing missing data and variable selection using regularized likelihood13
Lost in the shuffle: Testing power in the presence of errorful network vertex labels12
JANE: Just Another latent space NEtwork clustering algorithm12
Wavelet testing for a replicate-effect within an ordered multiple-trial experiment12
Goodness-of-fit test for point processes first-order intensity12
Iterative importance sampling with Markov chain Monte Carlo sampling in robust Bayesian analysis12
Integrated subgroup identification from multi-source data11
Unsupervised mixture estimation via approximate maximum likelihood based on the Cramér - von Mises distance11
Adjusting for unmeasured confounding in survival causal effect using validation data11
Editorial Board11
Statistical inference of heterogeneous treatment effect based on single-index model11
A hierarchical testing procedure for three arm non-inferiority trials11
Dynamic risk score modeling for multiple longitudinal risk factors and survival11
Hierarchical clustered multiclass discriminant analysis via cross-validation10
Variable selection using data splitting and projection for principal fitted component models in high dimension10
Editorial Board10
Bayesian semiparametric multivariate density deconvolution via stochastic rotation of replicates10
Independence index sufficient variable screening for categorical responses10
On the semi-varying coefficient dynamic panel data model with autocorrelated errors10
Distributed adaptive Huber regression10
Empirical likelihood inference for longitudinal data with covariate measurement errors: An application to the LEAN study9
Additive dynamic models for correcting numerical model outputs9
Functional principal component analysis for partially observed elliptical process9
Classification of social media users with generalized functional data analysis9
Bayesian grouping-Gibbs sampling estimation of high-dimensional linear model with non-sparsity9
A new normal reference test for linear hypothesis testing in high-dimensional heteroscedastic one-way MANOVA9
Post-clustering difference testing: Valid inference and practical considerations with applications to ecological and biological data9
Estimation of the volume under a ROC surface in presence of covariates9
Heterogeneous quantile regression for longitudinal data with subgroup structures9
Online kernel sliced inverse regression9
Clustering multivariate functional data using unsupervised binary trees9
Assessment of the effect of constraints in a new multivariate mixed method for statistical matching9
Quantile three-factor model with heteroskedasticity, skewness, and leptokurtosis9
High-dimensional copula-based Wasserstein dependence9
Editorial Board9
Online graph topology learning from matrix-valued time series9
A Markov decision process for response-adaptive randomization in clinical trials8
Deep parameterizations of pairwise and triplet Markov models for unsupervised classification of sequential data8
Empirical Gittins index strategies with ε-explorations for multi-armed bandit problems8
The circular quantile residual8
Bayesian nonparametric Erlang mixture modeling for survival analysis8
A latent slice sampling algorithm8
Multiply robust estimation of causal effects using linked data8
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 priors8
Semiparametric accelerated failure time models under unspecified random effect distributions8
Doubly robust estimation in causal inference with missing outcomes: With an application to the Aerobics Center Longitudinal Study8
Approximate Bayesian conditional copulas8
Fast same-step forecast in SUTSE model and its theoretical properties8
A more powerful test of equality of high-dimensional two-sample means8
A fast trans-lasso algorithm with penalized weighted score function8
Parameter estimation and model-based clustering with spherical normal distribution on the unit hypersphere8
Parameter estimation and computation of the Fisher information matrix for functions of phase type random variables8
Laplace approximated quasi-likelihood method for heteroscedastic survival data8
Systematic enumeration of two-level even-odd designs of strength 38
Nonparametric Bayesian modelling of longitudinally integrated covariance functions on spheres8
Novel multiplier bootstrap tests for high-dimensional data with applications to MANOVA8
Identification of the differencing operator of a non-stationary time series via testing for zeroes in the spectral density7
A novel spatio-temporal clustering algorithm with applications on COVID-19 data from the United States7
Conditional-mean multiplicative operator models for count time series7
GMM estimation and variable selection of semiparametric model with increasing dimension and high-order spatial dependence7
Nonparametric quantile scalar-on-image regression7
Clustering-based inter-regional correlation estimation7
Editorial Board7
Multi-block alternating direction method of multipliers for ultrahigh dimensional quantile fused regression7
Bayesian analysis of longitudinal data via empirical likelihood7
A semiparametric model for the cause-specific hazard under risk proportionality7
Bayesian modeling of spatial integer-valued time series7
Discrepancy between structured matrices in the power analysis of a separability test7
Block-wise primal-dual algorithms for large-scale doubly penalized ANOVA modeling7
Indicator-based Bayesian variable selection for Gaussian process models in computer experiments7
Dimension reduction in time series under the presence of conditional heteroscedasticity7
A group comparison in fMRI data using a semiparametric model under shape invariance7
Full uncertainty analysis for Bayesian nonparametric mixture models7
Editorial Board7
Robust modeling of multivariate longitudinal data using modified Cholesky and hypersphere decompositions7
Editorial Board7
On MCMC sampling in self-exciting integer-valued threshold time series models6
Fusing sufficient dimension reduction with neural networks6
A two-stage optimal subsampling estimation for missing data problems with large-scale data6
Study of imputation procedures for nonparametric density estimation based on missing censored lifetimes6
High-dimensional causal mediation analysis based on partial linear structural equation models6
Test for the mean of high-dimensional functional time series6
Detecting change structures of nonparametric regressions6
A unified framework on defining depth for point process using function smoothing6
Optimal split -plot designs6
Minimax rates of convergence for sliced inverse regression with differential privacy6
Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space6
A rank-based high-dimensional test for equality of mean vectors6
Oracle-efficient estimation and trend inference in non-stationary time series with trend and heteroscedastic ARMA error6
Inference for monotone single-index conditional means: A Lorenz regression approach6
A goodness-of-fit test for functional time series with applications to Ornstein-Uhlenbeck processes6
Editorial Board6
Copula link-based additive models for bivariate time-to-event outcomes with general censoring scheme6
Joint estimation of monotone curves via functional principal component analysis6
Estimation of predictive performance in high-dimensional data settings using learning curves6
Bayesian circular lattice filters for computationally efficient estimation of multivariate time-varying autoregressive models6
Editorial Board6
A prior for record linkage based on allelic partitions5
A stochastic process representation for time warping functions5
A copula duration model with dependent states and spells5
Airflow recovery from thoracic and abdominal movements using synchrosqueezing transform and locally stationary Gaussian process regression5
A Bayesian cluster validity index5
A roughness penalty approach to estimate densities over two-dimensional manifolds5
Likelihood-free inference with deep Gaussian processes5
Locally sparse quantile estimation for a partially functional interaction model5
Variable selection for case-cohort studies with informatively interval-censored outcomes5
Fusion regression methods with repeated functional data5
Conformal prediction bands for two-dimensional functional time series5
Polya tree Monte Carlo method5
Selecting time-series hyperparameters with the artificial jackknife5
Bayesian nonparametric hypothesis testing for longitudinal data analysis5
Bayesian taut splines for estimating the number of modes5
Latent event history models for quasi-reaction systems5
Covariate-modulated large-scale multiple testing under dependence5
Online non-parametric changepoint detection with application to monitoring operational performance of network devices5
A subspace method for large-scale trace ratio problems5
A nonparametrically corrected likelihood for Bayesian spectral analysis of multivariate time series5
Exceedance control of the false discovery proportion via high precision inversion method of Berk-Jones statistics5
2nd special issue on BIOSTATISTICS5
Inference for partially observed epidemic dynamics guided by Kalman filtering techniques5
Editorial Board5
Shape-constrained estimation in functional regression with Bernstein polynomials5
Accelerating inference for stochastic kinetic models5
Development of a new general class of bivariate distributions based on reversed hazard rate order5
An efficient algorithm to assess multivariate surrogate endpoints in a causal inference framework5
Explaining classifiers with measures of statistical association5
Probability of default estimation in credit risk using mixture cure models5
Fast calculation of p-values for one-sided Kolmogorov-Smirnov type statistics5
A unified consensus-based parallel algorithm for high-dimensional regression with combined regularizations5
Editorial Board5
Variable selection for high-dimensional incomplete data5
Editorial Board5
A unifying implementation of stratum (aka strong) orthogonal arrays5
A new classification tree method with interaction detection capability5
Simultaneous confidence region of an embedded one-dimensional curve in multi-dimensional space5
Robust fitting of mixture models using weighted complete estimating equations5
Multivariate ranks based on randomized lift-interdirections5
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