Journal of Computational and Graphical Statistics, Volume 33, Issue 2 (2024)

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Journal of Computational and Graphical Statistics, Volume 33, Issue 2 (2024)

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Monte Carlo and Optimization Methods

Article
Gibbs Sampler for Matrix Generalized Inverse Gaussian Distributions
Yasuyuki Hamura, Kaoru Irie & Shonosuke Sugasawa
Pages: 331-340
Published online: 03 Nov 2023
AbstractforGibbs Sampler for Matrix Generalized Inverse Gaussian Distributions | Full Text | References | PDF (1.7 MB) | EPUB | Supplemental
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Article
EM Algorithm for the Estimation of the RETAS Model
Tom Stindl & Feng Chen
Pages: 341-351
Published online: 07 Nov 2023
AbstractforEM Algorithm for the Estimation of the RETAS Model | Full Text | References | PDF (1.8 MB) | EPUB | Supplemental
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Open Access
Article
Multiple Imputation Through XGBoost
Yongshi Deng & Thomas Lumley
Pages: 352-363
Published online: 19 Oct 2023
AbstractforMultiple Imputation Through XGBoost | Full Text | References | PDF (2.8 MB) | EPUB | Supplemental
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Open Access
Article
Conditional Particle Filters with Bridge Backward Sampling
Santeri Karppinen, Sumeetpal S. Singh & Matti Vihola
Pages: 364-378
Published online: 04 Aug 2023
AbstractforConditional Particle Filters with Bridge Backward Sampling | Full Text | References | PDF (6.3 MB) | EPUB | Supplemental
  • 720 Views
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Open Access
Article
Clustering Sequence Data with Mixture Markov Chains with Covariates Using Multiple Simplex Constrained Optimization Routine (MSiCOR)
Priyam Das, Deborshee Sen, Debsurya De, Jue Hou, Zahra S. H. Abad, Nicole Kim, Zongqi Xia & Tianxi Cai
Pages: 379-392
Published online: 19 Oct 2023
AbstractforClustering Sequence Data with Mixture Markov Chains with Covariates Using Multiple Simplex Constrained Optimization Routine (MSiCOR) | Full Text | References | PDF (1.9 MB) | EPUB | Supplemental
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Article
Quasi-Newton Acceleration of EM and MM Algorithms via Broyden’s Method
Medha Agarwal & Jason Xu
Pages: 393-406
Published online: 15 Nov 2023
AbstractforQuasi-Newton Acceleration of EM and MM Algorithms via Broyden’s Method | Full Text | References | PDF (1.5 MB) | EPUB | Supplemental
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Dimension Reduction and Sparse Modeling

Article
Variable Selection and Estimation for Misclassified Binary Responses and Multivariate Error-Prone Predictors
Li-Pang Chen
Pages: 407-420
Published online: 10 Jul 2023
AbstractforVariable Selection and Estimation for Misclassified Binary Responses and Multivariate Error-Prone Predictors | Full Text | References | PDF (1.2 MB) | EPUB | Supplemental
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Article
A New Basis for Sparse Principal Component Analysis
Fan Chen & Karl Rohe
Pages: 421-434
Published online: 09 Nov 2023
AbstractforA New Basis for Sparse Principal Component Analysis | Full Text | References | PDF (2.5 MB) | EPUB | Supplemental
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Article
Big Data Model Building Using Dimension Reduction and Sample Selection
Lih-Yuan Deng, Ching-Chi Yang, Dale Bowman, Dennis K. J. Lin & Henry Horng-Shing Lu
Pages: 435-447
Published online: 15 Nov 2023
AbstractforBig Data Model Building Using Dimension Reduction and Sample Selection | Full Text | References | PDF (3.5 MB) | EPUB | Supplemental
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Article
On Exact Feature Screening in Ultrahigh-Dimensional Binary Classification
Sarbojit Roy, Soham Sarkar, Subhajit Dutta & Anil K. Ghosh
Pages: 448-462
Published online: 27 Nov 2023
AbstractforOn Exact Feature Screening in Ultrahigh-Dimensional Binary Classification | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
  • 207 Views
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Article
Accurate and Ultra-Efficient p-Value Calculation for Higher Criticism Tests
Wenjia Wang, Yusi Fang, Chung Chang & George C. Tseng
Pages: 463-476
Published online: 27 Nov 2023
AbstractforAccurate and Ultra-Efficient p-Value Calculation for Higher Criticism Tests | Full Text | References | PDF (7 MB) | EPUB | Supplemental
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Article
Generalized Variable Selection Algorithms for Gaussian Process Models by LASSO-Like Penalty
Zhiyong Hu & Dipak K. Dey
Pages: 477-486
Published online: 19 Oct 2023
AbstractforGeneralized Variable Selection Algorithms for Gaussian Process Models by LASSO-Like Penalty | Full Text | References | PDF (1.5 MB) | EPUB | Supplemental
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Network Analysis

Article
Fast Community Detection in Dynamic and Heterogeneous Networks
Maoyu Zhang, Jingfei Zhang & Wenlin Dai
Pages: 487-500
Published online: 05 Sep 2023
AbstractforFast Community Detection in Dynamic and Heterogeneous Networks | Full Text | References | PDF (2.6 MB) | EPUB | Supplemental
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Article
Joint Network Reconstruction and Community Detection from Rich but Noisy Data
Jie Hu, Xiao Chen, Yu Chen & Weiping Zhang
Pages: 501-514
Published online: 21 Nov 2023
AbstractforJoint Network Reconstruction and Community Detection from Rich but Noisy Data | Full Text | References | PDF (2.1 MB) | EPUB | Supplemental
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Article
Change Point Detection in Dynamic Networks via Regularized Tensor Decomposition
Yuzhao Zhang, Jingnan Zhang, Yifan Sun & Junhui Wang
Pages: 515-524
Published online: 29 Sep 2023
AbstractforChange Point Detection in Dynamic Networks via Regularized Tensor Decomposition | Full Text | References | PDF (1.3 MB) | EPUB | Supplemental
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Time Series and Longitudinal Data Analysis

Article
Recurrent Event Analysis in the Presence of Real-Time High Frequency Data via Random Subsampling
Walter Dempsey
Pages: 525-537
Published online: 15 Dec 2023
AbstractforRecurrent Event Analysis in the Presence of Real-Time High Frequency Data via Random Subsampling | Full Text | References | PDF (1.8 MB) | EPUB | Supplemental
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Article
Smooth and Probabilistic PARAFAC Model with Auxiliary Covariates
Leying Guan
Pages: 538-550
Published online: 07 Nov 2023
AbstractforSmooth and Probabilistic PARAFAC Model with Auxiliary Covariates | Full Text | References | PDF (2.5 MB) | EPUB | Supplemental
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Open Access
Article
Modeling Longitudinal Data Using Matrix Completion
Łukasz Kidziński & Trevor Hastie
Pages: 551-566
Published online: 15 Nov 2023
AbstractforModeling Longitudinal Data Using Matrix Completion | Full Text | References | PDF (2 MB) | EPUB
  • 204 Views
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Functional Data Analysis

Article
Efficient Multidimensional Functional Data Analysis Using Marginal Product Basis Systems
William Consagra, Arun Venkataraman & Xing Qiu
Pages: 567-577
Published online: 19 Oct 2023
AbstractforEfficient Multidimensional Functional Data Analysis Using Marginal Product Basis Systems | Full Text | References | PDF (1.5 MB) | EPUB | Supplemental
  • 135 Views
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Article
General Nonlinear Function-on-Function Regression via Functional Universal Approximation
Ruiyan Luo & Xin Qi
Pages: 578-587
Published online: 29 Sep 2023
AbstractforGeneral Nonlinear Function-on-Function Regression via Functional Universal Approximation | Full Text | References | PDF (1.3 MB) | EPUB | Supplemental
  • 173 Views
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Stochastic Process

Article
Local Inhomogeneous Weighted Summary Statistics for Marked Point Processes
Nicoletta D’Angelo, Giada Adelfio, Jorge Mateu & Ottmar Cronie
Pages: 588-602
Published online: 21 Jun 2023
AbstractforLocal Inhomogeneous Weighted Summary Statistics for Marked Point Processes | Full Text | References | PDF (4.5 MB) | EPUB | Supplemental
  • 431 Views
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Open Access
Article
A Scalable Method to Exploit Screening in Gaussian Process Models with Noise
Christopher J. Geoga & Michael L. Stein
Pages: 603-613
Published online: 30 Jun 2023
AbstractforA Scalable Method to Exploit Screening in Gaussian Process Models with Noise | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 109 Views
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Complex Regression Modeling

Article
Varying Coefficient Model via Adaptive Spline Fitting
Xufei Wang, Bo Jiang & Jun S. Liu
Pages: 614-624
Published online: 18 Dec 2023
AbstractforVarying Coefficient Model via Adaptive Spline Fitting | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
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Article
A Unified Algorithm for Penalized Convolution Smoothed Quantile Regression
Rebeka Man, Xiaoou Pan, Kean Ming Tan & Wen-Xin Zhou
Pages: 625-637
Published online: 26 Dec 2023
AbstractforA Unified Algorithm for Penalized Convolution Smoothed Quantile Regression | Full Text | References | PDF (2.1 MB) | EPUB
  • 274 Views
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Article
Deeply Learned Generalized Linear Models with Missing Data
David K. Lim, Naim U. Rashid, Junier B. Oliva & Joseph G. Ibrahim
Pages: 638-650
Published online: 15 Dec 2023
AbstractforDeeply Learned Generalized Linear Models with Missing Data | Full Text | References | PDF (2.4 MB) | EPUB | Supplemental
  • 229 Views
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Article
Smoothing Splines for Discontinuous Signals
Martin Storath & Andreas Weinmann
Pages: 651-664
Published online: 21 Nov 2023
AbstractforSmoothing Splines for Discontinuous Signals | Full Text | References | PDF (11.1 MB) | EPUB | Supplemental
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Efficient Computing

Article
Flexible Variational Bayes Based on a Copula of a Mixture
David Gunawan, Robert Kohn & David Nott
Pages: 665-680
Published online: 21 Nov 2023
AbstractforFlexible Variational Bayes Based on a Copula of a Mixture | Full Text | References | PDF (2.9 MB) | EPUB | Supplemental
  • 650 Views
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Open Access
Article
A Simple Divide-and-Conquer-based Distributed Method for the Accelerated Failure Time Model
Lanjue Chen, Jin Su, Alan T. K. Wan & Yong Zhou
Pages: 681-698
Published online: 09 Oct 2023
AbstractforA Simple Divide-and-Conquer-based Distributed Method for the Accelerated Failure Time Model | Full Text | References | PDF (2.3 MB) | EPUB | Supplemental
  • 400 Views
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Article
On Exact Computation of Tukey Depth Central Regions
Vít Fojtík, Petra Laketa, Pavlo Mozharovskyi & Stanislav Nagy
Pages: 699-713
Published online: 21 Nov 2023
AbstractforOn Exact Computation of Tukey Depth Central Regions | Full Text | References | PDF (2.4 MB) | EPUB | Supplemental
  • 66 Views
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Statistical Inference

Article
Convolutional Neural Networks for Valid and Efficient Causal Inference
Mohammad Ghasempour, Niloofar Moosavi & Xavier de Luna
Pages: 714-723
Published online: 23 Oct 2023
AbstractforConvolutional Neural Networks for Valid and Efficient Causal Inference | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 621 Views
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Open Access
Article
Local Gaussian Process Extrapolation for BART Models with Applications to Causal Inference
Meijia Wang, Jingyu He & P. Richard Hahn
Pages: 724-735
Published online: 21 Sep 2023
AbstractforLocal Gaussian Process Extrapolation for BART Models with Applications to Causal Inference | Full Text | References | PDF (4 MB) | EPUB | Supplemental
  • 231 Views
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Article
Measure of Strength of Evidence for Visually Observed Differences between Subpopulations
Xi Yang, Jan Hannig, Katherine A. Hoadley, Iain Carmichael & J. S. Marron
Pages: 736-748
Published online: 26 Dec 2023
AbstractforMeasure of Strength of Evidence for Visually Observed Differences between Subpopulations | Full Text | References | PDF (2.9 MB) | EPUB
  • 65 Views
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