Computational Statistics & Data Analysis

Article	Citations
Editorial Board	120
Optimal split -plot designs	29
Estimation of predictive performance in high-dimensional data settings using learning curves	28
Flexible estimation of the state dwell-time distribution in hidden semi-Markov models	27
Bayesian spatio-temporal models for stream networks	23
A robust spline approach in partially linear additive models	22
Joint estimation of monotone curves via functional principal component analysis	19
Flexible quantile contour estimation for multivariate functional data: Beyond convexity	18
Normal variance mixtures: Distribution, density and parameter estimation	18
A high dimensional dissimilarity measure	18
Time series graphical lasso and sparse VAR estimation	17
Fast selection of nonlinear mixed effect models using penalized likelihood	17
Group linear non-Gaussian component analysis with applications to neuroimaging	15
A unified framework on defining depth for point process using function smoothing	15
Inference for monotone single-index conditional means: A Lorenz regression approach	14
Editorial Board	13
Editorial Board	13
A likelihood-based boosting algorithm for factor analysis models with binary data	13
Oracle-efficient estimation and trend inference in non-stationary time series with trend and heteroscedastic ARMA error	13
Regression analysis of asynchronous longitudinal data with informative observation processes	13
Editorial Board	13
Nonparametric inference on smoothed quantile regression process	12
Editorial Board	12
Communication-efficient estimation of quantile matrix regression for massive datasets	12
Editorial for the special issue on Time Series Analysis	12

Editorial Board	12
A two-stage optimal subsampling estimation for missing data problems with large-scale data	11
Time-varying spectral matrix estimation via intrinsic wavelet regression for surfaces of Hermitian positive definite matrices	11
Variable screening for varying coefficient models with ultrahigh-dimensional survival data	11
Extremal quantile autoregression for heavy-tailed time series	11
Editorial Board	11
Adaptive spatial designs minimizing the integrated Bernoulli variance in spatial logistic regression models - with an application to benthic habitat mapping	10
Robust MAVE through nonconvex penalized regression	10
Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space	10
A unified framework of multiply robust estimation approaches for handling incomplete data	10
Mixture-based estimation of entropy	10
Tuning-free ridge estimators for high-dimensional generalized linear models	10
Deep distribution regression	10
Graph informed sliced inverse regression	10
A switching state-space transmission model for tracking epidemics and assessing interventions	9
Bayesian modal regression based on mixture distributions	9
On the use of the cumulant generating function for inference on time series	9
Variable selection of Kolmogorov-Smirnov maximization with a penalized surrogate loss	9
Consistent skinny Gibbs in probit regression	9
Minimax rates of convergence for sliced inverse regression with differential privacy	9
A tree approach for variable selection and its random forest	9
A goodness-of-fit test for functional time series with applications to Ornstein-Uhlenbeck processes	9
Decrement rates and a numerical method under competing risks	9
Two-sample high dimensional mean test based on prepivots	8
Efficient inference for stochastic differential equation mixed-effects models using correlated particle pseudo-marginal algorithms	8
Bayes linear analysis for ordinary differential equations	8
Communication-efficient distributed estimator for generalized linear models with a diverging number of covariates	8
Analysis of multivariate longitudinal data using ARMA Cholesky and hypersphere decompositions	8
Harmless label noise and informative soft-labels in supervised classification	8
Bias-corrected Kullback–Leibler distance criterion based model selection with covariables missing at random	8
Variable selection for generalized odds rate mixture cure models with interval-censored failure time data	8
Multimodal Bayesian registration of noisy functions using Hamiltonian Monte Carlo	8
Non-parametric analysis of serial dependence in time series using ordinal patterns	7
Projection quantile correlation and its use in high-dimensional grouped variable screening	7
Support vector subset scan for spatial pattern detection	7
Parallel integrative learning for large-scale multi-response regression with incomplete outcomes	7
Brain waves analysis via a non-parametric Bayesian mixture of autoregressive kernels	7
High-dimensional causal mediation analysis based on partial linear structural equation models	7
Entropy-based test for generalised Gaussian distributions	7
Online learning for the Dirichlet process mixture model via weakly conjugate approximation	7
Collaboration mechanisms and community detection of statisticians based on ERGMs and kNN-walktrap	7
The general goodness-of-fit tests for correlated data	7
Frequentist delta-variance approximations with mixed-effects models and TMB	7
Communication-efficient distributed M-estimation with missing data	7
Equivalence class selection of categorical graphical models	7
Low-rank matrix denoising for count data using unbiased Kullback-Leibler risk estimation	7
Data-driven stabilizations of goodness-of-fit tests	7
Generalized martingale difference divergence: Detecting conditional mean independence with applications in variable screening	7
Bayesian circular lattice filters for computationally efficient estimation of multivariate time-varying autoregressive models	7
Gaussian graphical modeling for spectrometric data analysis	7

Surrogate space based dimension reduction for nonignorable nonresponse	7
Testing error heterogeneity in censored linear regression	7
Active set algorithms for estimating shape-constrained density ratios	7
An ensemble of inverse moment estimators for sufficient dimension reduction	7
Generalized ordinal patterns allowing for ties and their applications in hydrology	7
Network inference from temporally dependent grouped observations	7
Multilevel mediation analysis with structured unmeasured mediator-outcome confounding	7
Efficient estimation in a partially specified nonignorable propensity score model	7
Under-reported time-varying MINAR(1) process for modeling multivariate count series	6
Change-point testing for parallel data sets with FDR control	6
Efficient and feasible inference for high-dimensional normal copula regression models	6
Covariate dependent Beta-GOS process	6
Robust estimation for functional quadratic regression models	6
Medoid splits for efficient random forests in metric spaces	6
Hierarchical false discovery rate control for high-dimensional survival analysis with interactions	6
Semiparametric model averaging method for survival probability predictions of patients	6
Cluster-robust estimators for multivariate mixed-effects meta-regression	6
Unified model-free interaction screening via CV-entropy filter	6
Nonparametric augmented probability weighting with sparsity	6
Estimation of l0 norm penalized models: A statistical treatment	6
Minimum profile Hellinger distance estimation of general covariate models	6
A Laplace-based model with flexible tail behavior	6
Robust and adaptive functional logistic regression	6
Potts-Cox survival regression	6
Imputed quantile tensor regression for near-sited spatial-temporal data	6
Hypothesis testing on compound symmetric structure of high-dimensional covariance matrix	6
Calibrated regression estimation using empirical likelihood under data fusion	6
Detecting change structures of nonparametric regressions	6
Multivariate ordinal regression for multiple repeated measurements	6
Study of imputation procedures for nonparametric density estimation based on missing censored lifetimes	6
Sequential estimation for mixture of regression models for heterogeneous population	6
Change point detection via feedforward neural networks with theoretical guarantees	6
A comparison of single and multiple changepoint techniques for time series data	5
Densely connected sub-Gaussian linear structural equation model learning via ℓ1- and ℓ2-regularized regressions	5
Hidden semi-Markov-switching quantile regression for time series	5
Spatial heterogeneity automatic detection and estimation	5
2-D Rayleigh autoregressive moving average model for SAR image modeling	5
A Bayesian semiparametric vector Multiplicative Error Model	5
Shape-constrained estimation in functional regression with Bernstein polynomials	5
A roughness penalty approach to estimate densities over two-dimensional manifolds	5
Efficient unequal probability resampling from finite populations	5
Editorial Board	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
Editorial Board	5
Editorial Board	5
Copula Particle Filters	5
Specification testing for ordinary differential equation models with fixed design and applications to COVID-19 epidemic models	5
Development of a new general class of bivariate distributions based on reversed hazard rate order	5
TA algorithms for D-optimal OofA Mixture designs	5
A rank-based high-dimensional test for equality of mean vectors	5
Variational Bayesian inference for network autoregression models	5
Editorial for the 2nd special issue on high-dimensional and functional data analysis	5
The multi-aspect tests in the presence of ties	5
Editorial Board	5
A comparison of allocation strategies for optimising clinical trial designs under variance heterogeneity	5
How to test the missing data mechanism in a hidden Markov model	5
Editorial Board	5
Stochastic representation of FGM copulas using multivariate Bernoulli random variables	5
Editorial Board	5
Outlier detection in multivariate functional data through a contaminated mixture model	5
Efficient permutation testing of variable importance measures by the example of random forests	5
Robust tests for time series comparison based on Laplace periodograms	5
Unified specification tests in partially linear time series models	5
A copula duration model with dependent states and spells	5
Editorial Board	5
Optimizing designs in clinical trials with an application in treatment of Epidermolysis bullosa simplex, a rare genetic skin disease	5
Editorial Board	5
Editorial Board	5
Test-inversion confidence intervals for estimands in contingency tables subject to equality constraints	5
Editorial Board	5
Estimation of high dimensional factor model with multiple threshold-type regime shifts	4
Maximum likelihood estimation of diffusions by continuous time Markov chain	4
Robust fitting of mixture models using weighted complete estimating equations	4
Regional quantile regression for multiple responses	4
Online missing value imputation for high-dimensional mixed-type data via generalized factor models	4
Airflow recovery from thoracic and abdominal movements using synchrosqueezing transform and locally stationary Gaussian process regression	4
Estimation of multivariate tail quantities	4
Statistical file-matching of non-Gaussian data: A game theoretic approach	4
Order determination for spiked-type models with a divergent number of spikes	4

Assessing the effective sample size for large spatial datasets: A block likelihood approach	4
Clustering, multicollinearity, and singular vectors	4
Smoothly varying regularization	4
Causal network learning with non-invertible functional relationships	4
A new class of stochastic EM algorithms. Escaping local maxima and handling intractable sampling	4
The impact of genetic diversity statistics on model selection between coalescents	4
Robust designs for dose–response studies: Model and labelling robustness	4
Parallel-and-stream accelerator for computationally fast supervised learning	4
Reparameterization of extreme value framework for improved Bayesian workflow	4
Conformal prediction bands for two-dimensional functional time series	4
A study of longitudinal trends in time-frequency transformations of EEG data during a learning experiment	4
Robust mixture regression modeling based on the normal mean-variance mixture distributions	4
Hierarchical Bayesian modeling of spatio-temporal area-interaction processes	4
Weighted least squares model averaging for accelerated failure time models	4
Vine copula statistical disclosure control for mixed-type data	4
Distributed one-step upgraded estimation for non-uniformly and non-randomly distributed data	4
Robust multiscale estimation of time-average variance for time series segmentation	4
High dimensional regression for regenerative time-series: An application to road traffic modeling	4
Mixture of linear experts model for censored data: A novel approach with scale-mixture of normal distributions	4
A prior for record linkage based on allelic partitions	4
Grouped spatial autoregressive model	4
Truncated estimation in functional generalized linear regression models	4
Probability of default estimation in credit risk using mixture cure models	4
Fast estimation for generalised multivariate joint models using an approximate EM algorithm	4
On efficient exact experimental designs for ordered treatments	4
Estimating heterogeneous causal effects in observational studies using small area predictors	4
A new classification tree method with interaction detection capability	4
GPU accelerated estimation of a shared random effect joint model for dynamic prediction	4
Modeling and inference for multivariate time series of counts based on the INGARCH scheme	4
Adaptive quantile computation for Brownian bridge in change-point analysis	4
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	4
Fast and scalable computations for Gaussian hierarchical models with intrinsic conditional autoregressive spatial random effects	4
Generalized accelerated hazards mixture cure models with interval-censored data	4