Journal of Computational and Graphical Statistics, Volume 30, Issue 2 (2021)

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Journal of Computational and Graphical Statistics, Volume 30, Issue 2 (2021)

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Advances in Computation and Simulation

Article
Global Consensus Monte Carlo
Lewis J. Rendell, Adam M. Johansen, Anthony Lee & Nick Whiteley
Pages: 249-259
Published online: 16 Oct 2020
AbstractforGlobal Consensus Monte Carlo | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
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Open Access
Article
Markov Chain Importance Sampling—A Highly Efficient Estimator for MCMC
Ingmar Schuster & Ilja Klebanov
Pages: 260-268
Published online: 01 Jan 2021
AbstractforMarkov Chain Importance Sampling—A Highly Efficient Estimator for MCMC | Full Text | References | PDF (1.5 MB) | EPUB | Supplemental
  • 569 Views
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Article
Reduced-Dimensional Monte Carlo Maximum Likelihood for Latent Gaussian Random Field Models
Jaewoo Park & Murali Haran
Pages: 269-283
Published online: 14 Oct 2020
AbstractforReduced-Dimensional Monte Carlo Maximum Likelihood for Latent Gaussian Random Field Models | Full Text | References | PDF (4.6 MB) | EPUB | Supplemental
  • 479 Views
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Article
Quantum Annealing via Path-Integral Monte Carlo With Data Augmentation
Jianchang Hu & Yazhen Wang
Pages: 284-296
Published online: 09 Oct 2020
AbstractforQuantum Annealing via Path-Integral Monte Carlo With Data Augmentation | Full Text | References | PDF (1.8 MB) | EPUB | Supplemental
  • 288 Views
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Article
An Exact Auxiliary Variable Gibbs Sampler for a Class of Diffusions
Qi Wang, Vinayak Rao & Yee Whye Teh
Pages: 297-311
Published online: 09 Oct 2020
AbstractforAn Exact Auxiliary Variable Gibbs Sampler for a Class of Diffusions | Full Text | References | PDF (2.5 MB) | EPUB | Supplemental
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Article
Nonreversible Jump Algorithms for Bayesian Nested Model Selection
Philippe Gagnon & Arnaud Doucet
Pages: 312-323
Published online: 10 Nov 2020
AbstractforNonreversible Jump Algorithms for Bayesian Nested Model Selection | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
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Article
Assessing and Visualizing Simultaneous Simulation Error
Nathan Robertson, James M. Flegal, Dootika Vats & Galin L. Jones
Pages: 324-334
Published online: 21 Oct 2020
AbstractforAssessing and Visualizing Simultaneous Simulation Error | Full Text | References | PDF (1.8 MB) | EPUB | Supplemental
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Article
Asymptotically Exact Data Augmentation: Models, Properties, and Algorithms
Maxime Vono, Nicolas Dobigeon & Pierre Chainais
Pages: 335-348
Published online: 23 Nov 2020
AbstractforAsymptotically Exact Data Augmentation: Models, Properties, and Algorithms | Full Text | References | PDF (2.7 MB) | EPUB | Supplemental
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Spatial, Graph, and Dependent Data Methodology

Article
Improving Bayesian Local Spatial Models in Large Datasets
Amanda Lenzi, Stefano Castruccio, Håvard Rue & Marc G. Genton
Pages: 349-359
Published online: 15 Oct 2020
AbstractforImproving Bayesian Local Spatial Models in Large Datasets | Full Text | References | PDF (1.9 MB) | EPUB | Supplemental
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Article
Anomaly Detection in High-Dimensional Data
Priyanga Dilini Talagala, Rob J. Hyndman & Kate Smith-Miles
Pages: 360-374
Published online: 30 Sep 2020
AbstractforAnomaly Detection in High-Dimensional Data | Full Text | References | PDF (3.3 MB) | EPUB | Supplemental
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Article
Nonstationary Modeling With Sparsity for Spatial Data via the Basis Graphical Lasso
Mitchell Krock, William Kleiber & Stephen Becker
Pages: 375-389
Published online: 28 Sep 2020
AbstractforNonstationary Modeling With Sparsity for Spatial Data via the Basis Graphical Lasso | Full Text | References | PDF (4.1 MB) | EPUB
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Article
Model-Based Edge Clustering
Daniel K. Sewell
Pages: 390-405
Published online: 14 Oct 2020
AbstractforModel-Based Edge Clustering | Full Text | References | PDF (2.6 MB) | EPUB
  • 487 Views
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Article
d-blink: Distributed End-to-End Bayesian Entity Resolution
Neil G. Marchant, Andee Kaplan, Daniel N. Elazar, Benjamin I. P. Rubinstein & Rebecca C. Steorts
Pages: 406-421
Published online: 19 Feb 2021
Abstractford-blink: Distributed End-to-End Bayesian Entity Resolution | Full Text | References | PDF (1.8 MB) | EPUB | Supplemental
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Article
Simultaneous Dimensionality and Complexity Model Selection for Spectral Graph Clustering
Congyuan Yang, Carey E. Priebe, Youngser Park & David J. Marchette
Pages: 422-441
Published online: 21 Oct 2020
AbstractforSimultaneous Dimensionality and Complexity Model Selection for Spectral Graph Clustering | Full Text | References | PDF (3.3 MB) | EPUB
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Article
Shrinking the Covariance Matrix Using Convex Penalties on the Matrix-Log Transformation
Mengxi Yi & David E. Tyler
Pages: 442-451
Published online: 09 Oct 2020
AbstractforShrinking the Covariance Matrix Using Convex Penalties on the Matrix-Log Transformation | Full Text | References | PDF (1 MB) | EPUB | Supplemental
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Article
Likelihood Evaluation of Jump-Diffusion Models Using Deterministic Nonlinear Filters
Jean-François Bégin & Mathieu Boudreault
Pages: 452-466
Published online: 11 Dec 2020
AbstractforLikelihood Evaluation of Jump-Diffusion Models Using Deterministic Nonlinear Filters | Full Text | References | PDF (2.3 MB) | EPUB | Supplemental
  • 347 Views
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Trees, Forests, and Neural Networks

Article
Marginally Calibrated Deep Distributional Regression
Nadja Klein, David J. Nott & Michael Stanley Smith
Pages: 467-483
Published online: 29 Sep 2020
AbstractforMarginally Calibrated Deep Distributional Regression | Full Text | References | PDF (3.3 MB) | EPUB | Supplemental
  • 784 Views
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Article
Nonlinear Variable Selection via Deep Neural Networks
Yao Chen, Qingyi Gao, Faming Liang & Xiao Wang
Pages: 484-492
Published online: 09 Oct 2020
AbstractforNonlinear Variable Selection via Deep Neural Networks | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 1689 Views
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Article
Boosting Random Forests to Reduce Bias; One-Step Boosted Forest and Its Variance Estimate
Indrayudh Ghosal & Giles Hooker
Pages: 493-502
Published online: 21 Oct 2020
AbstractforBoosting Random Forests to Reduce Bias; One-Step Boosted Forest and Its Variance Estimate | Full Text | References | PDF (971.2 KB) | EPUB | Supplemental
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Article
Local Linear Forests
Rina Friedberg, Julie Tibshirani, Susan Athey & Stefan Wager
Pages: 503-517
Published online: 10 Nov 2020
AbstractforLocal Linear Forests | Full Text | References | PDF (2 MB) | EPUB | Supplemental
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