Journal of Computational and Graphical Statistics, Volume 31, Issue 3 (2022)

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Journal of Computational and Graphical Statistics, Volume 31, Issue 3 (2022)

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Bayesian Computation

Article
Globally Centered Autocovariances in MCMC
Medha Agarwal & Dootika Vats
Pages: 629-638
Published online: 28 Mar 2022
AbstractforGlobally Centered Autocovariances in MCMC | Full Text | References | PDF (2.4 MB) | EPUB | Supplemental
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Article
Efficient Sampling and Structure Learning of Bayesian Networks
Jack Kuipers, Polina Suter & Giusi Moffa
Pages: 639-650
Published online: 31 Jan 2022
AbstractforEfficient Sampling and Structure Learning of Bayesian Networks | Full Text | References | PDF (1.7 MB) | EPUB | Supplemental
  • 5202 Views
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Open Access
Article
Bayesian Computation in Dynamic Latent Factor Models
Isaac Lavine, Andrew Cron & Mike West
Pages: 651-665
Published online: 02 Mar 2022
AbstractforBayesian Computation in Dynamic Latent Factor Models | Full Text | References | PDF (2.5 MB) | EPUB
  • 523 Views
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Article
Scalable Inference for Hybrid Bayesian Hidden Markov Model Using Gaussian Process Emission
Yohan Jung & Jinkyoo Park
Pages: 666-683
Published online: 22 Feb 2022
AbstractforScalable Inference for Hybrid Bayesian Hidden Markov Model Using Gaussian Process Emission | Full Text | References | PDF (3.8 MB) | EPUB | Supplemental
  • 742 Views
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Article
Zig-Zag Sampling for Discrete Structures and Nonreversible Phylogenetic MCMC
Jere Koskela
Pages: 684-694
Published online: 02 Mar 2022
AbstractforZig-Zag Sampling for Discrete Structures and Nonreversible Phylogenetic MCMC | Full Text | References | PDF (2.5 MB) | EPUB
  • 1713 Views
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Open Access
Article
Population Quasi-Monte Carlo
Chaofan Huang, V. Roshan Joseph & Simon Mak
Pages: 695-708
Published online: 11 Mar 2022
AbstractforPopulation Quasi-Monte Carlo | Full Text | References | PDF (2.3 MB) | EPUB | Supplemental
  • 575 Views
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Article
Scalable Computation of Predictive Probabilities in Probit Models with Gaussian Process Priors
Jian Cao, Daniele Durante & Marc G. Genton
Pages: 709-720
Published online: 24 Mar 2022
AbstractforScalable Computation of Predictive Probabilities in Probit Models with Gaussian Process Priors | Full Text | References | PDF (1.7 MB) | EPUB
  • 596 Views
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Article
MCMC Algorithms for Posteriors on Matrix Spaces
Alexandros Beskos & Kengo Kamatani
Pages: 721-738
Published online: 10 May 2022
AbstractforMCMC Algorithms for Posteriors on Matrix Spaces | Full Text | References | PDF (2.4 MB) | EPUB | Supplemental
  • 281 Views
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Graphical Methods

Article
Hole or Grain? A Section Pursuit Index for Finding Hidden Structure in Multiple Dimensions
Ursula Laa, Dianne Cook, Andreas Buja & German Valencia
Pages: 739-752
Published online: 24 Mar 2022
AbstractforHole or Grain? A Section Pursuit Index for Finding Hidden Structure in Multiple Dimensions | Full Text | References | PDF (3.4 MB) | EPUB | Supplemental
  • 480 Views
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Article
Graphical Influence Diagnostics for Changepoint Models
Ines Wilms, Rebecca Killick & David S. Matteson
Pages: 753-765
Published online: 12 Jan 2022
AbstractforGraphical Influence Diagnostics for Changepoint Models | Full Text | References | PDF (2.5 MB) | EPUB | Supplemental
  • 1567 Views
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Open Access
Article
Visualizing Variable Importance and Variable Interaction Effects in Machine Learning Models
Alan Inglis, Andrew Parnell & Catherine B. Hurley
Pages: 766-778
Published online: 04 Jan 2022
AbstractforVisualizing Variable Importance and Variable Interaction Effects in Machine Learning Models | Full Text | References | PDF (3.1 MB) | EPUB | Supplemental
  • 8042 Views
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Open Access
Article
Local biplots for multidimensional scaling, with application to the microbiome
Julia Fukuyama
Pages: 779-789
Published online: 18 Feb 2022
AbstractforLocal biplots for multidimensional scaling, with application to the microbiome | Full Text | References | PDF (5.3 MB) | EPUB | Supplemental
  • 1315 Views
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Open Access
Article
Visualizing Class Specific Heterogeneous Tendencies in Categorical Data
Mariko Takagishi & Michel van de Velden
Pages: 790-801
Published online: 28 Mar 2022
AbstractforVisualizing Class Specific Heterogeneous Tendencies in Categorical Data | Full Text | References | PDF (2.1 MB) | EPUB | Supplemental
  • 858 Views
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Open Access

Nonparametric Methods

Article
Smoothing Splines Approximation Using Hilbert Curve Basis Selection
Cheng Meng, Jun Yu, Yongkai Chen, Wenxuan Zhong & Ping Ma
Pages: 802-812
Published online: 12 Jan 2022
AbstractforSmoothing Splines Approximation Using Hilbert Curve Basis Selection | Full Text | References | PDF (2.1 MB) | EPUB | Supplemental
  • 517 Views
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Article
Nonparametric Subset Scanning for Detection of Heteroscedasticity
Charles R. Doss & Edward McFowland III
Pages: 813-823
Published online: 07 Feb 2022
AbstractforNonparametric Subset Scanning for Detection of Heteroscedasticity | Full Text | References | PDF (2 MB) | EPUB | Supplemental
  • 242 Views
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Article
A Generalized Quantile Tree Method for Subgroup Identification
Xiang Peng & Huixia Judy Wang
Pages: 824-834
Published online: 31 Mar 2022
AbstractforA Generalized Quantile Tree Method for Subgroup Identification | Full Text | References | PDF (1.3 MB) | EPUB | Supplemental
  • 410 Views
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Article
Estimation and Model Selection for Nonparametric Function-on-Function Regression
Zhanfeng Wang, Hao Dong, Ping Ma & Yuedong Wang
Pages: 835-845
Published online: 28 Mar 2022
AbstractforEstimation and Model Selection for Nonparametric Function-on-Function Regression | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
  • 655 Views
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Machine Learning

Article
A Probit Tensor Factorization Model For Relational Learning
Ye Liu, Rui Song, Wenbin Lu & Yanghua Xiao
Pages: 846-855
Published online: 11 Mar 2022
AbstractforA Probit Tensor Factorization Model For Relational Learning | Full Text | References | PDF (966.6 KB) | EPUB | Supplemental
  • 291 Views
  • 1 CrossRef citations
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Article
Finite-Sample Two-Group Composite Hypothesis Testing via Machine Learning
Tianyu Zhan & Jian Kang
Pages: 856-865
Published online: 18 Feb 2022
AbstractforFinite-Sample Two-Group Composite Hypothesis Testing via Machine Learning | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 1866 Views
  • 1 CrossRef citations
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Open Access
Article
Improved Estimation of High-dimensional Additive Models Using Subspace Learning
Shiyuan He, Kejun He & Jianhua Z. Huang
Pages: 866-876
Published online: 18 Mar 2022
AbstractforImproved Estimation of High-dimensional Additive Models Using Subspace Learning | Full Text | References | PDF (2.1 MB) | EPUB | Supplemental
  • 441 Views
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Article
Sequential Learning of Regression Models by Penalized Estimation
Wessel N. van Wieringen & Harald Binder
Pages: 877-886
Published online: 31 Mar 2022
AbstractforSequential Learning of Regression Models by Penalized Estimation | Full Text | References | PDF (1.5 MB) | EPUB | Supplemental
  • 1514 Views
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Open Access
Article
Randomized Spectral Clustering in Large-Scale Stochastic Block Models
Hai Zhang, Xiao Guo & Xiangyu Chang
Pages: 887-906
Published online: 28 Mar 2022
AbstractforRandomized Spectral Clustering in Large-Scale Stochastic Block Models | Full Text | References | PDF (3.3 MB) | EPUB | Supplemental
  • 399 Views
  • 5 CrossRef citations
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Article
Directional Quantile Classifiers
Alessio Farcomeni, Marco Geraci & Cinzia Viroli
Pages: 907-916
Published online: 03 Feb 2022
AbstractforDirectional Quantile Classifiers | Full Text | References | PDF (1.5 MB) | EPUB | Supplemental
  • 244 Views
  • 2 CrossRef citations
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Article
Linear Aggregation in Tree-Based Estimators
Sören R. Künzel, Theo F. Saarinen, Edward W. Liu & Jasjeet S. Sekhon
Pages: 917-934
Published online: 18 Feb 2022
AbstractforLinear Aggregation in Tree-Based Estimators | Full Text | References | PDF (2.7 MB) | EPUB | Supplemental
  • 2066 Views
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Open Access

Short Technical Note

Note
Fully Three-Dimensional Radial Visualization
Yifan Zhu, Fan Dai & Ranjan Maitra
Pages: 935-944
Published online: 22 Feb 2022
AbstractforFully Three-Dimensional Radial Visualization | Full Text | References | PDF (2.8 MB) | EPUB | Supplemental
  • 225 Views
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