Journal of Computational and Graphical Statistics, Volume 29, Issue 4 (2020)

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Journal of Computational and Graphical Statistics, Volume 29, Issue 4 (2020)

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Monte Carlo and Approximation Methods

Article
Forward Event-Chain Monte Carlo: Fast Sampling by Randomness Control in Irreversible Markov Chains
Manon Michel, Alain Durmus & Stéphane Sénécal
Pages: 689-702
Published online: 15 May 2020
AbstractforForward Event-Chain Monte Carlo: Fast Sampling by Randomness Control in Irreversible Markov Chains | Full Text | References | PDF (2 MB) | EPUB | Supplemental
  • 517 Views
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Article
Consensus Monte Carlo for Random Subsets Using Shared Anchors
Yang Ni, Yuan Ji & Peter Müller
Pages: 703-714
Published online: 15 Apr 2020
AbstractforConsensus Monte Carlo for Random Subsets Using Shared Anchors | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 367 Views
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Article
Automated Redistricting Simulation Using Markov Chain Monte Carlo
Benjamin Fifield, , Michael Higgins, Kosuke Imai & Alexander Tarr
Pages: 715-728
Published online: 07 May 2020
AbstractforAutomated Redistricting Simulation Using Markov Chain Monte Carlo | Full Text | References | PDF (2.4 MB) | EPUB | Supplemental
  • 1139 Views
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Article
High-Dimensional Copula Variational Approximation Through Transformation
Michael Stanley Smith, Rubén Loaiza-Maya & David J. Nott
Pages: 729-743
Published online: 20 Apr 2020
AbstractforHigh-Dimensional Copula Variational Approximation Through Transformation | Full Text | References | PDF (2.6 MB) | EPUB | Supplemental
  • 919 Views
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Clustering, Matching, and Prediction

Article
Building Representative Matched Samples With Multi-Valued Treatments in Large Observational Studies
Magdalena Bennett, Juan Pablo Vielma & José R. Zubizarreta
Pages: 744-757
Published online: 22 May 2020
AbstractforBuilding Representative Matched Samples With Multi-Valued Treatments in Large Observational Studies | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
  • 762 Views
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Article
Poisson Kernel-Based Clustering on the Sphere: Convergence Properties, Identifiability, and a Method of Sampling
Mojgan Golzy & Marianthi Markatou
Pages: 758-770
Published online: 20 Apr 2020
AbstractforPoisson Kernel-Based Clustering on the Sphere: Convergence Properties, Identifiability, and a Method of Sampling | Full Text | References | PDF (2.2 MB) | EPUB | Supplemental
  • 335 Views
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Article
Co-Clustering of Ordinal Data via Latent Continuous Random Variables and Not Missing at Random Entries
Marco Corneli, Charles Bouveyron & Pierre Latouche
Pages: 771-785
Published online: 20 Apr 2020
AbstractforCo-Clustering of Ordinal Data via Latent Continuous Random Variables and Not Missing at Random Entries | Full Text | References | PDF (2.7 MB) | EPUB | Supplemental
  • 287 Views
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Article
Predicting the Output From a Stochastic Computer Model When a Deterministic Approximation is Available
Evan Baker, Peter Challenor & Matt Eames
Pages: 786-797
Published online: 07 May 2020
AbstractforPredicting the Output From a Stochastic Computer Model When a Deterministic Approximation is Available | Full Text | References | PDF (1.9 MB) | EPUB | Supplemental
  • 1492 Views
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Open Access
Article
Rerandomization Strategies for Balancing Covariates Using Pre-Experimental Longitudinal Data
Per Johansson & Mårten Schultzberg
Pages: 798-813
Published online: 22 May 2020
AbstractforRerandomization Strategies for Balancing Covariates Using Pre-Experimental Longitudinal Data | Full Text | References | PDF (1.9 MB) | EPUB
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Open Access

Functional, Graph, and Tree-Based Approaches

Article
Improving Estimation in Functional Linear Regression With Points of Impact: Insights Into Google AdWords
Dominik Liebl, Stefan Rameseder & Christoph Rust
Pages: 814-826
Published online: 19 May 2020
AbstractforImproving Estimation in Functional Linear Regression With Points of Impact: Insights Into Google AdWords | Full Text | References | PDF (1.9 MB) | EPUB | Supplemental
  • 466 Views
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Article
A Tree-Based Semi-Varying Coefficient Model for the COM-Poisson Distribution
Suneel Babu Chatla & Galit Shmueli
Pages: 827-846
Published online: 15 May 2020
AbstractforA Tree-Based Semi-Varying Coefficient Model for the COM-Poisson Distribution | Full Text | References | PDF (3.5 MB) | EPUB | Supplemental
  • 348 Views
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Article
State-Dependent Kernel Selection for Conditional Sampling of Graphs
James A. Scott & Axel Gandy
Pages: 847-858
Published online: 13 May 2020
AbstractforState-Dependent Kernel Selection for Conditional Sampling of Graphs | Full Text | References | PDF (1.7 MB) | EPUB | Supplemental
  • 139 Views
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Article
Model Checking for Hidden Markov Models
Jodie Buckby, Ting Wang, Jiancang Zhuang & Kazushige Obara
Pages: 859-874
Published online: 14 May 2020
AbstractforModel Checking for Hidden Markov Models | Full Text | References | PDF (3.7 MB) | EPUB | Supplemental
  • 561 Views
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Bayesian and Latent Variable Models

Article
Scalable Hyperparameter Selection for Latent Dirichlet Allocation
Wei Xia & Hani Doss
Pages: 875-895
Published online: 15 May 2020
AbstractforScalable Hyperparameter Selection for Latent Dirichlet Allocation | Full Text | References | PDF (3.1 MB) | EPUB | Supplemental
  • 330 Views
  • 3 CrossRef citations
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Article
Bayesian Semiparametric Analysis of Multivariate Continuous Responses, With Variable Selection
Georgios Papageorgiou & Benjamin C. Marshall
Pages: 896-909
Published online: 14 Apr 2020
AbstractforBayesian Semiparametric Analysis of Multivariate Continuous Responses, With Variable Selection | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 298 Views
  • 2 CrossRef citations
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Article
Bayesian Variational Inference for Exponential Random Graph Models
Linda S. L. Tan & Nial Friel
Pages: 910-928
Published online: 15 Apr 2020
AbstractforBayesian Variational Inference for Exponential Random Graph Models | Full Text | References | PDF (2.9 MB) | EPUB | Supplemental
  • 697 Views
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Article
Automatic Transformation and Integration to Improve Visualization and Discovery of Latent Effects in Imaging Data
Gregory J. Hunt, Mark A. Dane, James E. Korkola, Laura M. Heiser & Johann A. Gagnon-Bartsch
Pages: 929-941
Published online: 27 Apr 2020
AbstractforAutomatic Transformation and Integration to Improve Visualization and Discovery of Latent Effects in Imaging Data | Full Text | References | PDF (3.7 MB) | EPUB | Supplemental
  • 249 Views
  • 6 CrossRef citations
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