Journal of Computational and Graphical Statistics, Volume 32, Issue 4 (2023)

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Journal of Computational and Graphical Statistics, Volume 32, Issue 4 (2023)

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Machine Learning

Article
Revisiting Convolutional Neural Networks from the Viewpoint of Kernel-Based Methods
Corinne Jones, Vincent Roulet & Zaid Harchaoui
Pages: 1237-1247
Published online: 16 Feb 2023
AbstractforRevisiting Convolutional Neural Networks from the Viewpoint of Kernel-Based Methods | Full Text | References | PDF (2.1 MB) | EPUB | Supplemental
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Article
Nonlinear Functional Modeling Using Neural Networks
Aniruddha Rajendra Rao & Matthew Reimherr
Pages: 1248-1257
Published online: 17 Feb 2023
AbstractforNonlinear Functional Modeling Using Neural Networks | Full Text | References | PDF (1.5 MB) | EPUB | Supplemental
  • 765 Views
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Article
Interpretable Architecture Neural Networks for Function Visualization
Shengtong Zhang & Daniel W. Apley
Pages: 1258-1271
Published online: 02 May 2023
AbstractforInterpretable Architecture Neural Networks for Function Visualization | Full Text | References | PDF (2.9 MB) | EPUB | Supplemental
  • 216 Views
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Article
Dependence Model Assessment and Selection with DecoupleNets
Marius Hofert, Avinash Prasad & Mu Zhu
Pages: 1272-1286
Published online: 06 Feb 2023
AbstractforDependence Model Assessment and Selection with DecoupleNets | Full Text | References | PDF (9.7 MB) | EPUB | Supplemental
  • 175 Views
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Article
A Generalization Gap Estimation for Overparameterized Models via the Langevin Functional Variance
Akifumi Okuno & Keisuke Yano
Pages: 1287-1295
Published online: 17 May 2023
AbstractforA Generalization Gap Estimation for Overparameterized Models via the Langevin Functional Variance | Full Text | References | PDF (982.8 KB) | EPUB | Supplemental
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Open Access
Article
Link Prediction for Egocentrically Sampled Networks
Tianxi Li, Yun-Jhong Wu, Elizaveta Levina & Ji Zhu
Pages: 1296-1319
Published online: 16 Feb 2023
AbstractforLink Prediction for Egocentrically Sampled Networks | Full Text | References | PDF (7.8 MB) | EPUB | Supplemental
  • 364 Views
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Article
Latent Space Model for Higher-Order Networks and Generalized Tensor Decomposition
Zhongyuan Lyu, Dong Xia & Yuan Zhang
Pages: 1320-1336
Published online: 14 Feb 2023
AbstractforLatent Space Model for Higher-Order Networks and Generalized Tensor Decomposition | Full Text | References | PDF (2.3 MB) | EPUB | Supplemental
  • 638 Views
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Article
Bootstrap Confidence Regions for Learned Feature Embeddings
Kris Sankaran
Pages: 1337-1347
Published online: 15 May 2023
AbstractforBootstrap Confidence Regions for Learned Feature Embeddings | Full Text | References | PDF (3.5 MB) | EPUB | Supplemental
  • 120 Views
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Article
Statistical Analysis of Fixed Mini-Batch Gradient Descent Estimator
Haobo Qi, Feifei Wang & Hansheng Wang
Pages: 1348-1360
Published online: 06 Jun 2023
AbstractforStatistical Analysis of Fixed Mini-Batch Gradient Descent Estimator | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
  • 326 Views
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Bayesian and Monte Carlo Methods

Article
Bayesian Nonparametric Modeling of Conditional Multidimensional Dependence Structures
Rosario Barone & Luciana Dalla Valle
Pages: 1361-1370
Published online: 03 Mar 2023
AbstractforBayesian Nonparametric Modeling of Conditional Multidimensional Dependence Structures | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
  • 370 Views
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Article
Comparison and Bayesian Estimation of Feature Allocations
David B. Dahl, Devin J. Johnson & R. Jacob Andros
Pages: 1371-1382
Published online: 01 Jun 2023
AbstractforComparison and Bayesian Estimation of Feature Allocations | Full Text | References | PDF (1.8 MB) | EPUB
  • 149 Views
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Article
Modeling Intransitivity in Pairwise Comparisons with Application to Baseball Data
Harriet Spearing, Jonathan Tawn, David Irons & Tim Paulden
Pages: 1383-1392
Published online: 15 Mar 2023
AbstractforModeling Intransitivity in Pairwise Comparisons with Application to Baseball Data | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 794 Views
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Open Access
Article
Quasi-Monte Carlo Methods for Binary Event Models with Complex Family Data
Benjamin Christoffersen, Behrang Mahjani, Mark Clements, Hedvig Kjellström & Keith Humphreys
Pages: 1393-1401
Published online: 09 Jan 2023
AbstractforQuasi-Monte Carlo Methods for Binary Event Models with Complex Family Data | Full Text | References | PDF (1 MB) | EPUB | Supplemental
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Open Access
Article
A Quantum Parallel Markov Chain Monte Carlo
Andrew J. Holbrook
Pages: 1402-1415
Published online: 21 Apr 2023
AbstractforA Quantum Parallel Markov Chain Monte Carlo | Full Text | References | PDF (4.3 MB) | EPUB
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Open Access
Article
Gibbs Sampling for Mixtures in Order of Appearance: The Ordered Allocation Sampler
Pierpaolo De Blasi & María F. Gil–Leyva
Pages: 1416-1424
Published online: 03 Apr 2023
AbstractforGibbs Sampling for Mixtures in Order of Appearance: The Ordered Allocation Sampler | Full Text | References | PDF (1.1 MB) | EPUB | Supplemental
  • 171 Views
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Article
Concave-Convex PDMP-based Sampling
Matthew Sutton & Paul Fearnhead
Pages: 1425-1435
Published online: 30 May 2023
AbstractforConcave-Convex PDMP-based Sampling | Full Text | References | PDF (2.1 MB) | EPUB | Supplemental
  • 548 Views
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Open Access
Article
The Apogee to Apogee Path Sampler
Chris Sherlock, Szymon Urbas & Matthew Ludkin
Pages: 1436-1446
Published online: 24 Apr 2023
AbstractforThe Apogee to Apogee Path Sampler | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
  • 960 Views
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Open Access
Article
Backward Importance Sampling for Online Estimation of State Space Models
Alice Martin, Marie-Pierre Étienne, Pierre Gloaguen, Sylvain Le Corff & Jimmy Olsson
Pages: 1447-1460
Published online: 17 Mar 2023
AbstractforBackward Importance Sampling for Online Estimation of State Space Models | Full Text | References | PDF (23.5 MB) | EPUB | Supplemental
  • 171 Views
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Article
Distilling Importance Sampling for Likelihood Free Inference
Dennis Prangle & Cecilia Viscardi
Pages: 1461-1471
Published online: 15 Mar 2023
AbstractforDistilling Importance Sampling for Likelihood Free Inference | Full Text | References | PDF (2.6 MB) | EPUB | Supplemental
  • 902 Views
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Open Access

Sparse Learning

Article
Modeling Massive Highly Multivariate Nonstationary Spatial Data with the Basis Graphical Lasso
Mitchell L. Krock, William Kleiber, Dorit Hammerling & Stephen Becker
Pages: 1472-1487
Published online: 30 May 2023
AbstractforModeling Massive Highly Multivariate Nonstationary Spatial Data with the Basis Graphical Lasso | Full Text | References | PDF (5.4 MB) | EPUB | Supplemental
  • 300 Views
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Article
Bayesian Change Point Detection with Spike-and-Slab Priors
Lorenzo Cappello, Oscar Hernan Madrid Padilla & Julia A. Palacios
Pages: 1488-1500
Published online: 10 Apr 2023
AbstractforBayesian Change Point Detection with Spike-and-Slab Priors | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
  • 415 Views
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Article
Scalable Model-Free Feature Screening via Sliced-Wasserstein Dependency
Tao Li, Jun Yu & Cheng Meng
Pages: 1501-1511
Published online: 12 Apr 2023
AbstractforScalable Model-Free Feature Screening via Sliced-Wasserstein Dependency | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 519 Views
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Article
Efficient Approximation of Gromov-Wasserstein Distance Using Importance Sparsification
Mengyu Li, Jun Yu, Hongteng Xu & Cheng Meng
Pages: 1512-1523
Published online: 15 Feb 2023
AbstractforEfficient Approximation of Gromov-Wasserstein Distance Using Importance Sparsification | Full Text | References | PDF (2.6 MB) | EPUB | Supplemental
  • 491 Views
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Article
Biconvex Clustering
Saptarshi Chakraborty & Jason Xu
Pages: 1524-1536
Published online: 17 May 2023
AbstractforBiconvex Clustering | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
  • 310 Views
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Data Visualization

Article
Eye Fitting Straight Lines in the Modern Era
Emily A. Robinson, Reka Howard & Susan VanderPlas
Pages: 1537-1544
Published online: 21 Nov 2022
AbstractforEye Fitting Straight Lines in the Modern Era | Full Text | References | PDF (1.5 MB) | EPUB | Supplemental
  • 189 Views
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Article
Test and Visualization of Covariance Properties for Multivariate Spatio-Temporal Random Fields
Huang Huang, Ying Sun & Marc G. Genton
Pages: 1545-1555
Published online: 21 Apr 2023
AbstractforTest and Visualization of Covariance Properties for Multivariate Spatio-Temporal Random Fields | Full Text | References | PDF (2.6 MB) | EPUB | Supplemental
  • 203 Views
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Article
Quantizing Rare Random Maps: Application to Flooding Visualization
Charlie Sire, Rodolphe Le Riche, Didier Rullière, Jérémy Rohmer, Lucie Pheulpin & Yann Richet
Pages: 1556-1571
Published online: 30 May 2023
AbstractforQuantizing Rare Random Maps: Application to Flooding Visualization | Full Text | References | PDF (3.7 MB) | EPUB | Supplemental
  • 86 Views
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Article
Penguins Go Parallel: A Grammar of Graphics Framework for Generalized Parallel Coordinate Plots
Susan VanderPlas, Yawei Ge, Antony Unwin & Heike Hofmann
Pages: 1572-1587
Published online: 21 Apr 2023
AbstractforPenguins Go Parallel: A Grammar of Graphics Framework for Generalized Parallel Coordinate Plots | Full Text | References | PDF (98.9 MB) | EPUB | Supplemental
  • 963 Views
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Open Access

General Regression Methods

Article
Spatial Linear Regression with Covariate Measurement Errors: Inference and Scalable Computation in a Functional Modeling Approach
Jiahao Cao, Shiyuan He & Bohai Zhang
Pages: 1588-1599
Published online: 20 Mar 2023
AbstractforSpatial Linear Regression with Covariate Measurement Errors: Inference and Scalable Computation in a Functional Modeling Approach | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
  • 335 Views
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Article
Functional Additive Models on Manifolds of Planar Shapes and Forms
Almond Stöcker, Lisa Steyer & Sonja Greven
Pages: 1600-1612
Published online: 15 Mar 2023
AbstractforFunctional Additive Models on Manifolds of Planar Shapes and Forms | Full Text | References | PDF (1.9 MB) | EPUB | Supplemental
  • 880 Views
  • 1 CrossRef citations
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Open Access
Article
Nonparametric and Semiparametric Quantile Regression via a New MM Algorithm
Bo Kai, Mian Huang, Weixin Yao & Yuexiao Dong
Pages: 1613-1623
Published online: 18 Apr 2023
AbstractforNonparametric and Semiparametric Quantile Regression via a New MM Algorithm | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 472 Views
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Article
Envelope Model for Function-on-Function Linear Regression
Zhihua Su, Bing Li & Dennis Cook
Pages: 1624-1635
Published online: 07 Feb 2023
AbstractforEnvelope Model for Function-on-Function Linear Regression | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
  • 334 Views
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Article
Maximum Likelihood Algorithm for Spatial Generalized Linear Mixed Models without Numerical Evaluations of Intractable Integrals
Tonglin Zhang
Pages: 1636-1648
Published online: 15 Feb 2023
AbstractforMaximum Likelihood Algorithm for Spatial Generalized Linear Mixed Models without Numerical Evaluations of Intractable Integrals | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
  • 251 Views
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Article
Multifold Cross-Validation Model Averaging for Generalized Additive Partial Linear Models
Ze Chen, Jun Liao, Wangli Xu & Yuhong Yang
Pages: 1649-1659
Published online: 07 Mar 2023
AbstractforMultifold Cross-Validation Model Averaging for Generalized Additive Partial Linear Models | Full Text | References | PDF (1.1 MB) | EPUB | Supplemental
  • 477 Views
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Article
Fast, Approximate Maximum Likelihood Estimation of Log-Gaussian Cox Processes
Elliot Dovers, Wesley Brooks, Gordana C. Popovic & David I. Warton
Pages: 1660-1670
Published online: 06 Apr 2023
AbstractforFast, Approximate Maximum Likelihood Estimation of Log-Gaussian Cox Processes | Full Text | References | PDF (2.4 MB) | EPUB | Supplemental
  • 1525 Views
  • 1 CrossRef citations
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Open Access
Article
Multivariate Contaminated Normal Censored Regression Model: Properties and Maximum Likelihood Inference
Wan-Lun Wang
Pages: 1671-1684
Published online: 09 May 2023
AbstractforMultivariate Contaminated Normal Censored Regression Model: Properties and Maximum Likelihood Inference | Full Text | References | PDF (2.4 MB) | EPUB | Supplemental
  • 317 Views
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Article
Distributed Censored Quantile Regression
Tony Sit & Yue Xing
Pages: 1685-1697
Published online: 18 Apr 2023
AbstractforDistributed Censored Quantile Regression | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 497 Views
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