Journal of Computational and Graphical Statistics, Volume 27, Issue 3 (2018)

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Journal of Computational and Graphical Statistics, Volume 27, Issue 3 (2018)

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Optimization

Article
Gaussian Variational Approximation With a Factor Covariance Structure
Victor M.-H. Ong, David J. Nott & Michael S. Smith
Pages: 465-478
Published online: 05 Jun 2018
AbstractforGaussian Variational Approximation With a Factor Covariance Structure | Full Text | References | PDF (6.4 MB) | Supplemental
  • 1278 Views
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Article
A Repelling–Attracting Metropolis Algorithm for Multimodality
Hyungsuk Tak, Xiao-Li Meng & David A. van Dyk
Pages: 479-490
Published online: 18 Jul 2018
AbstractforA Repelling–Attracting Metropolis Algorithm for Multimodality | Full Text | References | PDF (2.8 MB) | Supplemental
  • 586 Views
  • 14 CrossRef citations
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Article
Quadratic Majorization for Nonconvex Loss with Applications to the Boosting Algorithm
Zhu Wang
Pages: 491-502
Published online: 06 Jun 2018
AbstractforQuadratic Majorization for Nonconvex Loss with Applications to the Boosting Algorithm | Full Text | References | PDF (862.7 KB) | Supplemental
  • 368 Views
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Graphical Models

Article
An Efficient Sampling Algorithm for Network Motif Detection
Yinghan Chen & Yuguo Chen
Pages: 503-515
Published online: 06 Jun 2018
AbstractforAn Efficient Sampling Algorithm for Network Motif Detection | Full Text | References | PDF (4.4 MB) | Supplemental
  • 674 Views
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Article
Bayesian Model Selection for Exponential Random Graph Models via Adjusted Pseudolikelihoods
Lampros Bouranis, Nial Friel & Florian Maire
Pages: 516-528
Published online: 11 Jun 2018
AbstractforBayesian Model Selection for Exponential Random Graph Models via Adjusted Pseudolikelihoods | Full Text | References | PDF (821 KB) | Supplemental
  • 532 Views
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Article
Analysis of Distributional Variation Through Graphical Multi-Scale Beta-Binomial Models
Li Ma & Jacopo Soriano
Pages: 529-541
Published online: 06 Jun 2018
AbstractforAnalysis of Distributional Variation Through Graphical Multi-Scale Beta-Binomial Models | Full Text | References | PDF (3.1 MB) | Supplemental
  • 277 Views
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Visualization

Article
Uncertainty in Phylogenetic Tree Estimates
Amy Willis & Rayna Bell
Pages: 542-552
Published online: 06 Jun 2018
AbstractforUncertainty in Phylogenetic Tree Estimates | Full Text | References | PDF (1.5 MB) | Supplemental
  • 613 Views
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Article
Interactive Visualization of Hierarchically Structured Data
Kris Sankaran & Susan Holmes
Pages: 553-563
Published online: 11 Oct 2018
AbstractforInteractive Visualization of Hierarchically Structured Data | Full Text | References | PDF (3.4 MB) | Supplemental
  • 673 Views
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Article
The Mixturegram: A Visualization Tool for Assessing the Number of Components in Finite Mixture Models
Derek S. Young, Chenlu Ke & Xiaoxue Zeng
Pages: 564-575
Published online: 06 Jun 2018
AbstractforThe Mixturegram: A Visualization Tool for Assessing the Number of Components in Finite Mixture Models | Full Text | References | PDF (1.6 MB) | Supplemental
  • 422 Views
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Article
Persistence Terrace for Topological Inference of Point Cloud Data
Chul Moon, Noah Giansiracusa & Nicole A. Lazar
Pages: 576-586
Published online: 06 Jun 2018
AbstractforPersistence Terrace for Topological Inference of Point Cloud Data | Full Text | References | PDF (4.6 MB) | Supplemental
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Bayesian Models

Article
An Extension of Generalized Linear Models to Finite Mixture Outcome Distributions
Andrew M. Raim, Nagaraj K. Neerchal & Jorge G. Morel
Pages: 587-601
Published online: 06 Jun 2018
AbstractforAn Extension of Generalized Linear Models to Finite Mixture Outcome Distributions | Full Text | References | PDF (2.8 MB) | Supplemental
  • 278 Views
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Article
Bayesian Multivariate Distributional Regression With Skewed Responses and Skewed Random Effects
Patrick Michaelis, Nadja Klein & Thomas Kneib
Pages: 602-611
Published online: 06 Jun 2018
AbstractforBayesian Multivariate Distributional Regression With Skewed Responses and Skewed Random Effects | Full Text | References | PDF (1.5 MB) | Supplemental
  • 437 Views
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Article
BAMLSS: Bayesian Additive Models for Location, Scale, and Shape (and Beyond)
Nikolaus Umlauf, Nadja Klein & Achim Zeileis
Pages: 612-627
Published online: 14 Jun 2018
AbstractforBAMLSS: Bayesian Additive Models for Location, Scale, and Shape (and Beyond) | Full Text | References | PDF (5.8 MB) | Supplemental
  • 11136 Views
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Open Access

Dimension Reduction

Article
JADE for Tensor-Valued Observations
Joni Virta, Bing Li, Klaus Nordhausen & Hannu Oja
Pages: 628-637
Published online: 06 Jun 2018
AbstractforJADE for Tensor-Valued Observations | Full Text | References | PDF (1.7 MB) | Supplemental
  • 381 Views
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Article
Tensor-on-Tensor Regression
Eric F. Lock
Pages: 638-647
Published online: 06 Jun 2018
AbstractforTensor-on-Tensor Regression | Full Text | References | PDF (1.3 MB) | Supplemental
  • 2346 Views
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High-Dimensional Inference

Article
Rank Conditional Coverage and Confidence Intervals in High-Dimensional Problems
Jean Morrison & Noah Simon
Pages: 648-656
Published online: 14 Jun 2018
AbstractforRank Conditional Coverage and Confidence Intervals in High-Dimensional Problems | Full Text | References | PDF (2.1 MB) | Supplemental
  • 278 Views
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Article
Bayesian Conditional Density Filtering
Rajarshi Guhaniyogi, Shaan Qamar & David B. Dunson
Pages: 657-672
Published online: 11 Oct 2018
AbstractforBayesian Conditional Density Filtering | Full Text | References | PDF (1 MB) | Supplemental
  • 417 Views
  • 4 CrossRef citations
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Short Technical Notes

Note
SinaPlot: An Enhanced Chart for Simple and Truthful Representation of Single Observations Over Multiple Classes
Nikos Sidiropoulos, Sina Hadi Sohi, Thomas Lin Pedersen, Bo Torben Porse, Ole Winther, Nicolas Rapin & Frederik Otzen Bagger
Pages: 673-676
Published online: 17 May 2018
AbstractforSinaPlot: An Enhanced Chart for Simple and Truthful Representation of Single Observations Over Multiple Classes | Full Text | References | PDF (1.7 MB)
  • 846 Views
  • 26 CrossRef citations
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Note
Divide and Recombine Approaches for Fitting Smoothing Spline Models with Large Datasets
Danqing Xu & Yuedong Wang
Pages: 677-683
Published online: 06 Jun 2018
AbstractforDivide and Recombine Approaches for Fitting Smoothing Spline Models with Large Datasets | Full Text | References | PDF (586.3 KB) | Supplemental
  • 477 Views
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