Journal of Computational and Graphical Statistics, Volume 28, Issue 4 (2019)

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Journal of Computational and Graphical Statistics, Volume 28, Issue 4 (2019)

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Advances in Sampling and Optimization

Article
An Expectation Conditional Maximization Approach for Gaussian Graphical Models
Zehang Richard Li & Tyler H. McCormick
Pages: 767-777
Published online: 19 Jun 2019
AbstractforAn Expectation Conditional Maximization Approach for Gaussian Graphical Models | Full Text | References | PDF (15 MB) | EPUB | Supplemental
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Article
Beyond Prediction: A Framework for Inference With Variational Approximations in Mixture Models
T. Westling & T. H. McCormick
Pages: 778-789
Published online: 26 Jun 2019
AbstractforBeyond Prediction: A Framework for Inference With Variational Approximations in Mixture Models | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
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Article
Adaptive Incremental Mixture Markov Chain Monte Carlo
Florian Maire, Nial Friel, Antonietta Mira & Adrian E. Raftery
Pages: 790-805
Published online: 07 Jun 2019
AbstractforAdaptive Incremental Mixture Markov Chain Monte Carlo | Full Text | References | PDF (2 MB) | EPUB | Supplemental
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Open Access
Article
Incremental Mixture Importance Sampling With Shotgun Optimization
Biljana Jonoska Stojkova & David A. Campbell
Pages: 806-820
Published online: 28 May 2019
AbstractforIncremental Mixture Importance Sampling With Shotgun Optimization | Full Text | References | PDF (2.6 MB) | EPUB | Supplemental
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Article
Easily Parallelizable and Distributable Class of Algorithms for Structured Sparsity, with Optimal Acceleration
Seyoon Ko, Donghyeon Yu & Joong-Ho Won
Pages: 821-833
Published online: 28 May 2019
AbstractforEasily Parallelizable and Distributable Class of Algorithms for Structured Sparsity, with Optimal Acceleration | Full Text | References | PDF (2.4 MB) | EPUB | Supplemental
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Article
Damped Anderson Acceleration With Restarts and Monotonicity Control for Accelerating EM and EM-like Algorithms
Nicholas C. Henderson & Ravi Varadhan
Pages: 834-846
Published online: 28 May 2019
AbstractforDamped Anderson Acceleration With Restarts and Monotonicity Control for Accelerating EM and EM-like Algorithms | Full Text | References | PDF (1.2 MB) | EPUB | Supplemental
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Article
Projection Pursuit Based on Gaussian Mixtures and Evolutionary Algorithms
Luca Scrucca & Alessio Serafini
Pages: 847-860
Published online: 12 Jun 2019
AbstractforProjection Pursuit Based on Gaussian Mixtures and Evolutionary Algorithms | Full Text | References | PDF (2 MB) | EPUB | Supplemental
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Article
A Metaheuristic Adaptive Cubature Based Algorithm to Find Bayesian Optimal Designs for Nonlinear Models
Ehsan Masoudi, Heinz Holling, Belmiro P. M. Duarte & Weng Kee Wong
Pages: 861-876
Published online: 05 Jun 2019
AbstractforA Metaheuristic Adaptive Cubature Based Algorithm to Find Bayesian Optimal Designs for Nonlinear Models | Full Text | References | PDF (2.8 MB) | EPUB | Supplemental
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Regularized Regression: Implementation and Interpetation

Article
Influence Diagnostics for High-Dimensional Lasso Regression
Bala Rajaratnam, Steven Roberts, Doug Sparks & Honglin Yu
Pages: 877-890
Published online: 11 Jun 2019
AbstractforInfluence Diagnostics for High-Dimensional Lasso Regression | Full Text | References | PDF (1.5 MB) | EPUB | Supplemental
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Open Access
Article
Distributed Generalized Cross-Validation for Divide-and-Conquer Kernel Ridge Regression and Its Asymptotic Optimality
Ganggang Xu, Zuofeng Shang & Guang Cheng
Pages: 891-908
Published online: 28 May 2019
AbstractforDistributed Generalized Cross-Validation for Divide-and-Conquer Kernel Ridge Regression and Its Asymptotic Optimality | Full Text | References | PDF (4.7 MB) | EPUB | Supplemental
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Article
Component-Based Regularization of Multivariate Generalized Linear Mixed Models
Jocelyn Chauvet, Catherine Trottier & Xavier Bry
Pages: 909-920
Published online: 04 Jun 2019
AbstractforComponent-Based Regularization of Multivariate Generalized Linear Mixed Models | Full Text | References | PDF (1.9 MB) | EPUB | Supplemental
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Article
Simultaneous Variable and Covariance Selection With the Multivariate Spike-and-Slab LASSO
Sameer K. Deshpande, Veronika Ročková & Edward I. George
Pages: 921-931
Published online: 17 May 2019
AbstractforSimultaneous Variable and Covariance Selection With the Multivariate Spike-and-Slab LASSO | Full Text | References | PDF (1.3 MB) | EPUB | Supplemental
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Article
The Generalized Ridge Estimator of the Inverse Covariance Matrix
Wessel N. van Wieringen
Pages: 932-942
Published online: 06 Jun 2019
AbstractforThe Generalized Ridge Estimator of the Inverse Covariance Matrix | Full Text | References | PDF (1.2 MB) | EPUB | Supplemental
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Open Access

Multivariate and Dependent Data

Article
Simultaneous Registration and Clustering for Multidimensional Functional Data
Pengcheng Zeng, Jian Qing Shi & Won-Seok Kim
Pages: 943-953
Published online: 10 Jun 2019
AbstractforSimultaneous Registration and Clustering for Multidimensional Functional Data | Full Text | References | PDF (1.8 MB) | EPUB | Supplemental
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Article
Flexible and Interpretable Models for Survival Data
Jiacheng Wu & Daniela Witten
Pages: 954-966
Published online: 20 May 2019
AbstractforFlexible and Interpretable Models for Survival Data | Full Text | References | PDF (1.4 MB) | EPUB | Supplemental
  • 674 Views
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Article
Stable Multiple Time Step Simulation/Prediction From Lagged Dynamic Network Regression Models
Abhirup Mallik & Zack W. Almquist
Pages: 967-979
Published online: 28 May 2019
AbstractforStable Multiple Time Step Simulation/Prediction From Lagged Dynamic Network Regression Models | Full Text | References | PDF (1.3 MB) | EPUB | Supplemental
  • 347 Views
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Article
Improving Spectral Clustering Using the Asymptotic Value of the Normalized Cut
David P. Hofmeyr
Pages: 980-992
Published online: 20 May 2019
AbstractforImproving Spectral Clustering Using the Asymptotic Value of the Normalized Cut | Full Text | References | PDF (5.1 MB) | EPUB | Supplemental
  • 225 Views
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Article
Variable-Domain Functional Principal Component Analysis
Jordan T. Johns, Ciprian Crainiceanu, Vadim Zipunnikov & Jonathan Gellar
Pages: 993-1006
Published online: 10 Jun 2019
AbstractforVariable-Domain Functional Principal Component Analysis | Full Text | References | PDF (8.1 MB) | EPUB | Supplemental
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Short Technical Notes

Note
Fast Generalized Linear Models by Database Sampling and One-Step Polishing
Thomas Lumley
Pages: 1007-1010
Published online: 19 Jun 2019
AbstractforFast Generalized Linear Models by Database Sampling and One-Step Polishing | Full Text | References | PDF (508.1 KB) | EPUB | Supplemental
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Note
Good Plot Symbols by Default
Heman Robinson
Pages: 1011-1016
Published online: 31 Jul 2019
AbstractforGood Plot Symbols by Default | Full Text | References | PDF (2.9 MB) | EPUB | Supplemental
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Corrections

Correction
Correction
Page: i
Published online: 26 Jun 2019
CitationforCorrection | Full Text | PDF (158.6 KB) | EPUB
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Free Access
Correction
Correction
Page: ii
Published online: 06 Sep 2019
CitationforCorrection | Full Text | PDF (131.4 KB) | EPUB
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Free Access

Correction

Correction
Correction
Page: 1017
Published online: 23 Dec 2019
CitationforCorrection | Full Text | PDF (129.6 KB) | EPUB
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