Journal of Computational and Graphical Statistics, Volume 32, Issue 2 (2023)

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Journal of Computational and Graphical Statistics, Volume 32, Issue 2 (2023)

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Functional Data

Article
Integrated Depths for Partially Observed Functional Data
Antonio Elías, Raúl Jiménez, Anna M. Paganoni & Laura M. Sangalli
Pages: 341-352
Published online: 26 May 2022
AbstractforIntegrated Depths for Partially Observed Functional Data | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
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Article
Ultra-Fast Approximate Inference Using Variational Functional Mixed Models
Shuning Huo, Jeffrey S. Morris & Hongxiao Zhu
Pages: 353-365
Published online: 04 Oct 2022
AbstractforUltra-Fast Approximate Inference Using Variational Functional Mixed Models | Full Text | References | PDF (2 MB) | EPUB | Supplemental
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Article
Fast Multilevel Functional Principal Component Analysis
Erjia Cui, Ruonan Li, Ciprian M. Crainiceanu & Luo Xiao
Pages: 366-377
Published online: 07 Oct 2022
AbstractforFast Multilevel Functional Principal Component Analysis | Full Text | References | PDF (2.7 MB) | EPUB | Supplemental
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Article
Linear Manifold Modeling and Graph Estimation based on Multivariate Functional Data with Different Coarseness Scales
Eugen Pircalabelu & Gerda Claeskens
Pages: 378-387
Published online: 11 Oct 2022
AbstractforLinear Manifold Modeling and Graph Estimation based on Multivariate Functional Data with Different Coarseness Scales | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
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Graph, Image, and Network

Article
Practical Network Modeling via Tapered Exponential-Family Random Graph Models
Bart Blackburn & Mark S. Handcock
Pages: 388-401
Published online: 11 Oct 2022
AbstractforPractical Network Modeling via Tapered Exponential-Family Random Graph Models | Full Text | References | PDF (2.8 MB) | EPUB | Supplemental
  • 436 Views
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Article
Joint Modeling of Longitudinal Imaging and Survival Data
Kai Kang & Xin Yuan Song
Pages: 402-412
Published online: 27 Sep 2022
AbstractforJoint Modeling of Longitudinal Imaging and Survival Data | Full Text | References | PDF (1.7 MB) | EPUB | Supplemental
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Article
Template Independent Component Analysis with Spatial Priors for Accurate Subject-Level Brain Network Estimation and Inference
Amanda F. Mejia, David Bolin, Yu Ryan Yue, Jiongran Wang, Brian S. Caffo & Mary Beth Nebel
Pages: 413-433
Published online: 27 Sep 2022
AbstractforTemplate Independent Component Analysis with Spatial Priors for Accurate Subject-Level Brain Network Estimation and Inference | Full Text | References | PDF (5.7 MB) | EPUB | Supplemental
  • 389 Views
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Article
Triangular Concordance Learning of Networks
Jiaqi Gu & Guosheng Yin
Pages: 434-447
Published online: 12 Sep 2022
AbstractforTriangular Concordance Learning of Networks | Full Text | References | PDF (3.2 MB) | EPUB | Supplemental
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Bayesian Computation

Article
A Stochastic Approximation-Langevinized Ensemble Kalman Filter Algorithm for State Space Models with Unknown Parameters
Tianning Dong, Peiyi Zhang & Faming Liang
Pages: 448-469
Published online: 07 Oct 2022
AbstractforA Stochastic Approximation-Langevinized Ensemble Kalman Filter Algorithm for State Space Models with Unknown Parameters | Full Text | References | PDF (4.6 MB) | EPUB | Supplemental
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Article
A Bayesian Singular Value Decomposition Procedure for Missing Data Imputation
Ruoshui Zhai & Roee Gutman
Pages: 470-482
Published online: 07 Oct 2022
AbstractforA Bayesian Singular Value Decomposition Procedure for Missing Data Imputation | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
  • 408 Views
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Article
Multivariate Conway-Maxwell-Poisson Distribution: Sarmanov Method and Doubly Intractable Bayesian Inference
Luiza S. C. Piancastelli, Nial Friel, Wagner Barreto-Souza & Hernando Ombao
Pages: 483-500
Published online: 07 Oct 2022
AbstractforMultivariate Conway-Maxwell-Poisson Distribution: Sarmanov Method and Doubly Intractable Bayesian Inference | Full Text | References | PDF (3.1 MB) | EPUB | Supplemental
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Article
Convergence of Position-Dependent MALA with Application to Conditional Simulation in GLMMs
Vivekananda Roy & Lijin Zhang
Pages: 501-512
Published online: 14 Oct 2022
AbstractforConvergence of Position-Dependent MALA with Application to Conditional Simulation in GLMMs | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
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Article
Pseudo-Marginal Inference for CTMCs on Infinite Spaces via Monotonic Likelihood Approximations
Miguel Biron-Lattes, Alexandre Bouchard-Côté & Trevor Campbell
Pages: 513-527
Published online: 14 Oct 2022
AbstractforPseudo-Marginal Inference for CTMCs on Infinite Spaces via Monotonic Likelihood Approximations | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
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Testing and Inference

Article
Testing Biased Randomization Assumptions and Quantifying Imperfect Matching and Residual Confounding in Matched Observational Studies
Kan Chen, Siyu Heng, Qi Long & Bo Zhang
Pages: 528-538
Published online: 19 Oct 2022
AbstractforTesting Biased Randomization Assumptions and Quantifying Imperfect Matching and Residual Confounding in Matched Observational Studies | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
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Article
A Simple Algorithm for Exact Multinomial Tests
Johannes Resin
Pages: 539-550
Published online: 21 Sep 2022
AbstractforA Simple Algorithm for Exact Multinomial Tests | Full Text | References | PDF (2.8 MB) | EPUB | Supplemental
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Open Access
Article
Comparing Two Samples Through Stochastic Dominance: A Graphical Approach
Etor Arza, Josu Ceberio, Ekhiñe Irurozki & Aritz Pérez
Pages: 551-566
Published online: 19 Jul 2022
AbstractforComparing Two Samples Through Stochastic Dominance: A Graphical Approach | Full Text | References | PDF (2.8 MB) | EPUB | Supplemental
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Article
A General Method for Deriving Tight Symbolic Bounds on Causal Effects
Michael C. Sachs, Gustav Jonzon, Arvid Sjölander & Erin E. Gabriel
Pages: 567-576
Published online: 23 May 2022
AbstractforA General Method for Deriving Tight Symbolic Bounds on Causal Effects | Full Text | References | PDF (1.7 MB) | EPUB | Supplemental
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Open Access
Article
More Powerful Selective Inference for the Graph Fused Lasso
Yiqun Chen, Sean Jewell & Daniela Witten
Pages: 577-587
Published online: 06 Sep 2022
AbstractforMore Powerful Selective Inference for the Graph Fused Lasso | Full Text | References | PDF (2.3 MB) | EPUB | Supplemental
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High-Dimensional and Big Data

Article
Nonstationary Gaussian Process Discriminant Analysis With Variable Selection for High-Dimensional Functional Data
Weichang Yu, Sara Wade, Howard D. Bondell & Lamiae Azizi
Pages: 588-600
Published online: 14 Sep 2022
AbstractforNonstationary Gaussian Process Discriminant Analysis With Variable Selection for High-Dimensional Functional Data | Full Text | References | PDF (2.6 MB) | EPUB | Supplemental
  • 379 Views
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Article
Cross-Validated Loss-based Covariance Matrix Estimator Selection in High Dimensions
Philippe Boileau, Nima S. Hejazi, Mark J. van der Laan & Sandrine Dudoit
Pages: 601-612
Published online: 07 Oct 2022
AbstractforCross-Validated Loss-based Covariance Matrix Estimator Selection in High Dimensions | Full Text | References | PDF (2.4 MB) | EPUB | Supplemental
  • 452 Views
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Article
Predictive Subdata Selection for Computer Models
Ming-Chung Chang
Pages: 613-630
Published online: 25 Jul 2022
AbstractforPredictive Subdata Selection for Computer Models | Full Text | References | PDF (4.8 MB) | EPUB | Supplemental
  • 713 Views
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Article
Accelerated Componentwise Gradient Boosting Using Efficient Data Representation and Momentum-Based Optimization
Daniel Schalk, Bernd Bischl & David Rügamer
Pages: 631-641
Published online: 11 Oct 2022
AbstractforAccelerated Componentwise Gradient Boosting Using Efficient Data Representation and Momentum-Based Optimization | Full Text | References | PDF (3.4 MB) | EPUB | Supplemental
  • 192 Views
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Structurally Complex Data

Article
Copulas and Histogram-Valued Data
Honghe Jin & Lynne Billard
Pages: 642-657
Published online: 07 Oct 2022
AbstractforCopulas and Histogram-Valued Data | Full Text | References | PDF (2.7 MB) | EPUB
  • 264 Views
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Article
Statistical Analysis of Locally Parameterized Shapes
Mohsen Taheri & Jörn Schulz
Pages: 658-670
Published online: 14 Oct 2022
AbstractforStatistical Analysis of Locally Parameterized Shapes | Full Text | References | PDF (3.5 MB) | EPUB | Supplemental
  • 748 Views
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Open Access
Article
Persistence Flamelets: Topological Invariants for Scale Spaces
Tullia Padellini & Pierpaolo Brutti
Pages: 671-683
Published online: 14 Jun 2022
AbstractforPersistence Flamelets: Topological Invariants for Scale Spaces | Full Text | References | PDF (2.3 MB) | EPUB | Supplemental
  • 218 Views
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Article
Micro–Macro Changepoint Inference for Periodic Data Sequences
Anastasia Ushakova, Simon A. Taylor & Rebecca Killick
Pages: 684-695
Published online: 27 Sep 2022
AbstractforMicro–Macro Changepoint Inference for Periodic Data Sequences | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
  • 836 Views
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Open Access
Article
Estimation of the Spatial Weighting Matrix for Spatiotemporal Data under the Presence of Structural Breaks
Philipp Otto & Rick Steinert
Pages: 696-711
Published online: 04 Oct 2022
AbstractforEstimation of the Spatial Weighting Matrix for Spatiotemporal Data under the Presence of Structural Breaks | Full Text | References | PDF (2.3 MB) | EPUB | Supplemental
  • 474 Views
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Clustering and Classification

Article
Efficient Optimization of Partition Scan Statistics via the Consecutive Partitions Property
Charles A. Pehlivanian & Daniel B. Neill
Pages: 712-729
Published online: 29 Jun 2022
AbstractforEfficient Optimization of Partition Scan Statistics via the Consecutive Partitions Property | Full Text | References | PDF (4.5 MB) | EPUB
  • 119 Views
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Article
Multiway Sparse Distance Weighted Discrimination
Bin Guo, Lynn E. Eberly, Pierre-Gilles Henry, Christophe Lenglet & Eric F. Lock
Pages: 730-743
Published online: 30 Aug 2022
AbstractforMultiway Sparse Distance Weighted Discrimination | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
  • 196 Views
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Experimental Design and Beyond

Article
Using CVX to Construct Optimal Designs for Biomedical Studies with Multiple Objectives
Weng Kee Wong & Julie Zhou
Pages: 744-753
Published online: 04 Oct 2022
AbstractforUsing CVX to Construct Optimal Designs for Biomedical Studies with Multiple Objectives | Full Text | References | PDF (979.6 KB) | EPUB | Supplemental
  • 253 Views
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Article
Design Principles for Data Analysis
Lucy D’Agostino McGowan, Roger D. Peng & Stephanie C. Hicks
Pages: 754-761
Published online: 19 Sep 2022
AbstractforDesign Principles for Data Analysis | Full Text | References | PDF (1.7 MB) | EPUB | Supplemental
  • 23157 Views
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Open Access

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