Journal of Computational and Graphical Statistics, Volume 26, Issue 4 (2017)

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Journal of Computational and Graphical Statistics, Volume 26, Issue 4 (2017)

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Discussion

Discussion
50 Years of Data Science
David Donoho
Pages: 745-766
Published online: 19 Dec 2017
Abstractfor50 Years of Data Science | Full Text | References | PDF (686.3 KB)
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Open Access
Discussion
Comment on “50 Years of Data Science”
Roger D. Peng
Page: 767
Published online: 19 Dec 2017
CitationforComment on “50 Years of Data Science” | Full Text | PDF (152.3 KB)
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Discussion
Discussion of “50 Years of Data Science”
Susan Holmes & Julie Josse
Pages: 768-769
Published online: 19 Dec 2017
CitationforDiscussion of “50 Years of Data Science” | Full Text | References | PDF (234.5 KB)
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Discussion
Greater Data Science Ahead!
Stephanie Hicks
Pages: 770-771
Published online: 19 Dec 2017
CitationforGreater Data Science Ahead! | Full Text | References | PDF (287 KB)
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Discussion
Teaching Data Science in a Statistical Curriculum: Can We Teach More by Teaching Less?
Tian Zheng
Pages: 772-774
Published online: 19 Dec 2017
First Page PreviewforTeaching Data Science in a Statistical Curriculum: Can We Teach More by Teaching Less? | Full Text | References | PDF (283.1 KB)
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Discussion
All of This Has Happened Before. All of This Will Happen Again: Data Science
Heike Hofmann & Susan VanderPlas
Pages: 775-778
Published online: 19 Dec 2017
First Page PreviewforAll of This Has Happened Before. All of This Will Happen Again: Data Science | Full Text | References | PDF (324.6 KB)
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Discussion
Focusing on the Needs: Experiences of Developing a Data Science Program
Mahbubul Majumder & Xiaoyue Cheng
Pages: 779-780
Published online: 19 Dec 2017
AbstractforFocusing on the Needs: Experiences of Developing a Data Science Program | Full Text | References | PDF (262 KB)
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Discussion
Greater Data Science at Baccalaureate Institutions
Amelia McNamara, Nicholas J. Horton & Benjamin S. Baumer
Pages: 781-783
Published online: 19 Dec 2017
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Discussion
Data Science: A Three Ring Circus or a Big Tent?
Jennifer Bryan & Hadley Wickham
Pages: 784-785
Published online: 19 Dec 2017
CitationforData Science: A Three Ring Circus or a Big Tent? | Full Text | References | PDF (239.6 KB)
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High–Dimensional Data

Article
Fast Embedding for JOFC Using the Raw Stress Criterion
Vince Lyzinski, Youngser Park, Carey E. Priebe & Michael Trosset
Pages: 786-802
Published online: 12 Oct 2017
AbstractforFast Embedding for JOFC Using the Raw Stress Criterion | Full Text | References | PDF (4.6 MB) | Supplemental
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Article
A Robust Model-Free Feature Screening Method for Ultrahigh-Dimensional Data
Jingnan Xue & Faming Liang
Pages: 803-813
Published online: 09 Oct 2017
AbstractforA Robust Model-Free Feature Screening Method for Ultrahigh-Dimensional Data | Full Text | References | PDF (1.3 MB) | Supplemental
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Dimensional Data

Article
Sequential Co-Sparse Factor Regression
Aditya Mishra, Dipak K. Dey & Kun Chen
Pages: 814-825
Published online: 16 Oct 2017
AbstractforSequential Co-Sparse Factor Regression | Full Text | References | PDF (1.2 MB) | Supplemental
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Article
Bayesian Dimensionality Reduction With PCA Using Penalized Semi-Integrated Likelihood
Piotr Sobczyk, Małgorzata Bogdan & Julie Josse
Pages: 826-839
Published online: 13 Oct 2017
AbstractforBayesian Dimensionality Reduction With PCA Using Penalized Semi-Integrated Likelihood | Full Text | References | PDF (3.6 MB) | Supplemental
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Article
Bayesian Fused Lasso Regression for Dynamic Binary Networks
Brenda Betancourt, Abel Rodríguez & Naomi Boyd
Pages: 840-850
Published online: 13 Oct 2017
AbstractforBayesian Fused Lasso Regression for Dynamic Binary Networks | Full Text | References | PDF (2.4 MB) | Supplemental
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Statistical Computing

Article
Large-Scale Structured Sparsity via Parallel Fused Lasso on Multiple GPUs
Taehoon Lee, Joong-Ho Won, Johan Lim & Sungroh Yoon
Pages: 851-864
Published online: 09 Oct 2017
AbstractforLarge-Scale Structured Sparsity via Parallel Fused Lasso on Multiple GPUs | Full Text | References | PDF (2.3 MB) | Supplemental
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Article
Improving the Graphical Lasso Estimation for the Precision Matrix Through Roots of the Sample Covariance Matrix
Vahe Avagyan, Andrés M. Alonso & Francisco J. Nogales
Pages: 865-872
Published online: 13 Oct 2017
AbstractforImproving the Graphical Lasso Estimation for the Precision Matrix Through Roots of the Sample Covariance Matrix | Full Text | References | PDF (795.6 KB) | Supplemental
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Article
Variational Bayes With Intractable Likelihood
Minh-Ngoc Tran, David J. Nott & Robert Kohn
Pages: 873-882
Published online: 11 Oct 2017
AbstractforVariational Bayes With Intractable Likelihood | Full Text | References | PDF (1.2 MB) | Supplemental
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Functional Data

Article
Depth-Based Recognition of Shape Outlying Functions
Stanislav Nagy, Irène Gijbels & Daniel Hlubinka
Pages: 883-893
Published online: 13 Oct 2017
AbstractforDepth-Based Recognition of Shape Outlying Functions | Full Text | References | PDF (3.3 MB) | Supplemental
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Article
Bayesian Registration of Functions With a Gaussian Process Prior
Yi Lu, Radu Herbei & Sebastian Kurtek
Pages: 894-904
Published online: 13 Oct 2017
AbstractforBayesian Registration of Functions With a Gaussian Process Prior | Full Text | References | PDF (1 MB) | Supplemental
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Data Augmentation

Article
Efficient Bayesian Inference for Multivariate Factor Stochastic Volatility Models
Gregor Kastner, Sylvia Frühwirth-Schnatter & Hedibert Freitas Lopes
Pages: 905-917
Published online: 11 Oct 2017
AbstractforEfficient Bayesian Inference for Multivariate Factor Stochastic Volatility Models | Full Text | References | PDF (2.4 MB) | Supplemental
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Open Access
Article
Efficient Data Augmentation for Fitting Stochastic Epidemic Models to Prevalence Data
Jonathan Fintzi, Xiang Cui, Jon Wakefield & Vladimir N. Minin
Pages: 918-929
Published online: 09 Oct 2017
AbstractforEfficient Data Augmentation for Fitting Stochastic Epidemic Models to Prevalence Data | Full Text | References | PDF (3 MB) | Supplemental
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Short Technical Notes

Note
On Moments of Folded and Truncated Multivariate Normal Distributions
Raymond Kan & Cesare Robotti
Pages: 930-934
Published online: 09 Oct 2017
AbstractforOn Moments of Folded and Truncated Multivariate Normal Distributions | Full Text | References | PDF (427.7 KB) | Supplemental
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Note
A Parallel Algorithm for Large-Scale Nonconvex Penalized Quantile Regression
Liqun Yu, Nan Lin & Lan Wang
Pages: 935-939
Published online: 09 Oct 2017
AbstractforA Parallel Algorithm for Large-Scale Nonconvex Penalized Quantile Regression | Full Text | References | PDF (707.4 KB) | Supplemental
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Correction

Correction
Correction to Cook, Gelman, and Rubin (2006)
Andrew Gelman
Page: 940
Published online: 13 Oct 2017
CitationforCorrection to Cook, Gelman, and Rubin (2006) | Full Text | References | PDF (121.5 KB)
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Free Access

Editorial Board

Editorial Collaborators
Pages: 941-943
Published online: 19 Dec 2017
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Editorial Board EOV
Page: ebi
Published online: 19 Dec 2017
CitationforEditorial Board EOV | Full Text | PDF (196.8 KB)
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