Journal of Computational and Graphical Statistics, Volume 28, Issue 1 (2019)

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Journal of Computational and Graphical Statistics, Volume 28, Issue 1 (2019)

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Optimization with Penalization

Article
Minimizing Sum of Truncated Convex Functions and Its Applications
Tzu-Ying Liu & Hui Jiang
Pages: 1-10
Published online: 05 Jun 2018
AbstractforMinimizing Sum of Truncated Convex Functions and Its Applications | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
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Article
A Penalized Likelihood Method for Classification With Matrix-Valued Predictors
Aaron J. Molstad & Adam J. Rothman
Pages: 11-22
Published online: 20 Aug 2018
AbstractforA Penalized Likelihood Method for Classification With Matrix-Valued Predictors | Full Text | References | PDF (3.1 MB) | EPUB | Supplemental
  • 760 Views
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Article
Efficient Threshold Selection for Multivariate Total Variation Denoising
Sylvain Sardy & Hatef Monajemi
Pages: 23-35
Published online: 16 Nov 2018
AbstractforEfficient Threshold Selection for Multivariate Total Variation Denoising | Full Text | References | PDF (5.6 MB) | EPUB
  • 351 Views
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Article
Going Off the Grid: Iterative Model Selection for Biclustered Matrix Completion
Eric C. Chi, Liuyi Hu, Arvind K. Saibaba & Arvind U. K. Rao
Pages: 36-47
Published online: 29 Aug 2018
AbstractforGoing Off the Grid: Iterative Model Selection for Biclustered Matrix Completion | Full Text | References | PDF (3 MB) | EPUB | Supplemental
  • 345 Views
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Article
Iterative Proportional Scaling Revisited: A Modern Optimization Perspective
Yiyuan She & Shao Tang
Pages: 48-60
Published online: 29 Oct 2018
AbstractforIterative Proportional Scaling Revisited: A Modern Optimization Perspective | Full Text | References | PDF (2.9 MB) | EPUB | Supplemental
  • 295 Views
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Optimal Designs

Article
Optimal Designs for Multi-Response Nonlinear Regression Models With Several Factors via Semidefinite Programming
Weng Kee Wong, Yue Yin & Julie Zhou
Pages: 61-73
Published online: 20 Aug 2018
AbstractforOptimal Designs for Multi-Response Nonlinear Regression Models With Several Factors via Semidefinite Programming | Full Text | References | PDF (2.8 MB) | EPUB | Supplemental
  • 331 Views
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Article
Optimal Noncollapsing Space-Filling Designs for Irregular Experimental Regions
Ray-Bing Chen, Chi-Hao Li, Ying Hung & Weichung Wang
Pages: 74-91
Published online: 07 Sep 2018
AbstractforOptimal Noncollapsing Space-Filling Designs for Irregular Experimental Regions | Full Text | References | PDF (2.3 MB) | EPUB | Supplemental
  • 379 Views
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Spatiotemporal Modeling

Article
Construction and Visualization of Confidence Sets for Frequentist Distributional Forecasts
David Harris, Gael M. Martin, Indeewara Perera & D. S. Poskitt
Pages: 92-104
Published online: 20 Aug 2018
AbstractforConstruction and Visualization of Confidence Sets for Frequentist Distributional Forecasts | Full Text | References | PDF (5.9 MB) | EPUB | Supplemental
  • 337 Views
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Article
Dynamically Updated Spatially Varying Parameterizations of Hierarchical Bayesian Models for Spatial Data
Mark R. Bass & Sujit K. Sahu
Pages: 105-116
Published online: 19 Sep 2018
AbstractforDynamically Updated Spatially Varying Parameterizations of Hierarchical Bayesian Models for Spatial Data | Full Text | References | PDF (5 MB) | EPUB | Supplemental
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Open Access
Article
A Spatial Markov Model for Climate Extremes
Brian J. Reich & Benjamin A. Shaby
Pages: 117-126
Published online: 27 Aug 2018
AbstractforA Spatial Markov Model for Climate Extremes | Full Text | References | PDF (3.5 MB) | EPUB | Supplemental
  • 787 Views
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Article
The Latent Scale Covariogram: A Tool for Exploring the Spatial Dependence Structure of Nonnormal Responses
Samuel D. Oman & Jorge Mateu
Pages: 127-141
Published online: 29 Oct 2018
AbstractforThe Latent Scale Covariogram: A Tool for Exploring the Spatial Dependence Structure of Nonnormal Responses | Full Text | References | PDF (3.7 MB) | EPUB | Supplemental
  • 168 Views
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High-Dimensional and Multivariate Methods

Article
Efficient Sampling for Gaussian Linear Regression With Arbitrary Priors
P. Richard Hahn, Jingyu He & Hedibert F. Lopes
Pages: 142-154
Published online: 07 Sep 2018
AbstractforEfficient Sampling for Gaussian Linear Regression With Arbitrary Priors | Full Text | References | PDF (2 MB) | EPUB | Supplemental
  • 613 Views
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Article
Bayesian Inference for the One-Factor Copula Model
Ban Kheng Tan, Anastasios Panagiotelis & George Athanasopoulos
Pages: 155-173
Published online: 07 Sep 2018
AbstractforBayesian Inference for the One-Factor Copula Model | Full Text | References | PDF (5.6 MB) | EPUB | Supplemental
  • 504 Views
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Article
Uncertainty Quantification for Modern High-Dimensional Regression via Scalable Bayesian Methods
Bala Rajaratnam, Doug Sparks, Kshitij Khare & Liyuan Zhang
Pages: 174-184
Published online: 07 Sep 2018
AbstractforUncertainty Quantification for Modern High-Dimensional Regression via Scalable Bayesian Methods | Full Text | References | PDF (681.1 KB) | EPUB | Supplemental
  • 713 Views
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Article
Multiresolution Network Models
Bailey K. Fosdick, Tyler H. McCormick, Thomas Brendan Murphy, Tin Lok James Ng & Ted Westling
Pages: 185-196
Published online: 05 Nov 2018
AbstractforMultiresolution Network Models | Full Text | References | PDF (4.1 MB) | EPUB | Supplemental
  • 721 Views
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Bayesian Computing

Article
Two-Stage Bayesian Approach for GWAS With Known Genealogy
Carmen Armero, Stefano Cabras, María Eugenia Castellanos & Alicia Quirós
Pages: 197-204
Published online: 17 Oct 2018
AbstractforTwo-Stage Bayesian Approach for GWAS With Known Genealogy | Full Text | References | PDF (3.4 MB) | EPUB | Supplemental
  • 322 Views
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Article
Improving Approximate Bayesian Computation via Quasi-Monte Carlo
Alexander Buchholz & Nicolas Chopin
Pages: 205-219
Published online: 17 Oct 2018
AbstractforImproving Approximate Bayesian Computation via Quasi-Monte Carlo | Full Text | References | PDF (7.3 MB) | EPUB
  • 600 Views
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Article
Noisy Hamiltonian Monte Carlo for Doubly Intractable Distributions
Julien Stoehr, Alan Benson & Nial Friel
Pages: 220-232
Published online: 29 Oct 2018
AbstractforNoisy Hamiltonian Monte Carlo for Doubly Intractable Distributions | Full Text | References | PDF (4.5 MB) | EPUB | Supplemental
  • 384 Views
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