Journal of Computational and Graphical Statistics, Volume 29, Issue 2 (2020)

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Journal of Computational and Graphical Statistics, Volume 29, Issue 2 (2020)

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Scalable and Efficient Computation

Article
Scalable Gaussian Process Computations Using Hierarchical Matrices
Christopher J. Geoga, Mihai Anitescu & Michael L. Stein
Pages: 227-237
Published online: 06 Sep 2019
AbstractforScalable Gaussian Process Computations Using Hierarchical Matrices | Full Text | References | PDF (1.6 MB) | EPUB | Supplemental
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Article
Scalable Bayesian Inference for Coupled Hidden Markov and Semi-Markov Models
Panayiota Touloupou, Bärbel Finkenstädt & Simon E. F. Spencer
Pages: 238-249
Published online: 18 Sep 2019
AbstractforScalable Bayesian Inference for Coupled Hidden Markov and Semi-Markov Models | Full Text | References | PDF (1.3 MB) | EPUB | Supplemental
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Open Access
Article
Fast Nonseparable Gaussian Stochastic Process With Application to Methylation Level Interpolation
Mengyang Gu & Yanxun Xu
Pages: 250-260
Published online: 16 Oct 2019
AbstractforFast Nonseparable Gaussian Stochastic Process With Application to Methylation Level Interpolation | Full Text | References | PDF (1.7 MB) | EPUB | Supplemental
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Article
A Fast Algorithm for Maximum Likelihood Estimation of Mixture Proportions Using Sequential Quadratic Programming
Youngseok Kim, Peter Carbonetto, Matthew Stephens & Mihai Anitescu
Pages: 261-273
Published online: 08 Jan 2020
AbstractforA Fast Algorithm for Maximum Likelihood Estimation of Mixture Proportions Using Sequential Quadratic Programming | Full Text | References | PDF (2.1 MB) | EPUB | Supplemental
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Article
The Rational SPDE Approach for Gaussian Random Fields With General Smoothness
David Bolin & Kristin Kirchner
Pages: 274-285
Published online: 30 Oct 2019
AbstractforThe Rational SPDE Approach for Gaussian Random Fields With General Smoothness | Full Text | References | PDF (1.8 MB) | EPUB | Supplemental
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Open Access
Article
Simulating Markov Random Fields With a Conclique-Based Gibbs Sampler
Andee Kaplan, Mark S. Kaiser, Soumendra N. Lahiri & Daniel J. Nordman
Pages: 286-296
Published online: 25 Oct 2019
AbstractforSimulating Markov Random Fields With a Conclique-Based Gibbs Sampler | Full Text | References | PDF (1.5 MB) | EPUB | Supplemental
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Article
Solving Fused Penalty Estimation Problems via Block Splitting Algorithms
Tso-Jung Yen
Pages: 297-308
Published online: 30 Sep 2019
AbstractforSolving Fused Penalty Estimation Problems via Block Splitting Algorithms | Full Text | References | PDF (1.8 MB) | EPUB | Supplemental
  • 381 Views
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Article
Compressed and Penalized Linear Regression
Darren Homrighausen & Daniel J. McDonald
Pages: 309-322
Published online: 30 Sep 2019
AbstractforCompressed and Penalized Linear Regression | Full Text | References | PDF (2.3 MB) | EPUB | Supplemental
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Statistical Inference

Article
Valid Inference Corrected for Outlier Removal
Shuxiao Chen & Jacob Bien
Pages: 323-334
Published online: 01 Oct 2019
AbstractforValid Inference Corrected for Outlier Removal | Full Text | References | PDF (2.5 MB) | EPUB | Supplemental
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Article
Longitudinal Principal Component Analysis With an Application to Marketing Data
Christopher Kinson, Xiwei Tang, Zhen Zuo & Annie Qu
Pages: 335-350
Published online: 05 Nov 2019
AbstractforLongitudinal Principal Component Analysis With an Application to Marketing Data | Full Text | References | PDF (1.7 MB) | EPUB | Supplemental
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Communicating, Visualizing, and Representing Complex Data

Article
Area-Proportional Visualization for Circular Data
Danli Xu & Yong Wang
Pages: 351-357
Published online: 19 Sep 2019
AbstractforArea-Proportional Visualization for Circular Data | Full Text | References | PDF (927.2 KB) | EPUB | Supplemental
  • 344 Views
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Structured, Heteroscedastic, and Multinomial Data

Article
Testing One Hypothesis Multiple Times: The Multidimensional Case
Sara Algeri & David A. van Dyk
Pages: 358-371
Published online: 25 Nov 2019
AbstractforTesting One Hypothesis Multiple Times: The Multidimensional Case | Full Text | References | PDF (1.7 MB) | EPUB | Supplemental
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Article
Consistent Blind Image Deblurring Using Jump-Preserving Extrapolation
Yicheng Kang
Pages: 372-382
Published online: 16 Oct 2019
AbstractforConsistent Blind Image Deblurring Using Jump-Preserving Extrapolation | Full Text | References | PDF (1.8 MB) | EPUB
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Article
A Bayesian Time-Varying Coefficient Model for Multitype Recurrent Events
Yi Liu & Feng Guo
Pages: 383-395
Published online: 11 Dec 2019
AbstractforA Bayesian Time-Varying Coefficient Model for Multitype Recurrent Events | Full Text | References | PDF (2.1 MB) | EPUB | Supplemental
  • 457 Views
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Article
A Logistic Factorization Model for Recommender Systems With Multinomial Responses
Yu Wang, Xuan Bi & Annie Qu
Pages: 396-404
Published online: 25 Oct 2019
AbstractforA Logistic Factorization Model for Recommender Systems With Multinomial Responses | Full Text | References | PDF (865.2 KB) | EPUB | Supplemental
  • 466 Views
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Article
Heteroscedastic BART via Multiplicative Regression Trees
M. T. Pratola, H. A. Chipman, E. I. George & R. E. McCulloch
Pages: 405-417
Published online: 22 Nov 2019
AbstractforHeteroscedastic BART via Multiplicative Regression Trees | Full Text | References | PDF (2 MB) | EPUB | Supplemental
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