Journal of Computational and Graphical Statistics, Volume 27, Issue 2 (2018)

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Journal of Computational and Graphical Statistics, Volume 27, Issue 2 (2018)

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Algorithms, MCMC, Estimators

Article
Estimating Orthant Probabilities of High-Dimensional Gaussian Vectors with An Application to Set Estimation
Dario Azzimonti & David Ginsbourger
Pages: 255-267
Published online: 20 Jun 2018
AbstractforEstimating Orthant Probabilities of High-Dimensional Gaussian Vectors with An Application to Set Estimation | Full Text | References | PDF (2.3 MB) | Supplemental
  • 525 Views
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Article
Hierarchical Decompositions for the Computation of High-Dimensional Multivariate Normal Probabilities
Marc G. Genton, David E. Keyes & George Turkiyyah
Pages: 268-277
Published online: 17 May 2018
AbstractforHierarchical Decompositions for the Computation of High-Dimensional Multivariate Normal Probabilities | Full Text | References | PDF (945.8 KB) | Supplemental
  • 748 Views
  • 19 CrossRef citations
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Simulation

Article
Fast and Exact Simulation of Complex-Valued Stationary Gaussian Processes Through Embedding Circulant Matrix
Jean-Francois Coeurjolly & Emilio Porcu
Pages: 278-290
Published online: 20 Jun 2018
AbstractforFast and Exact Simulation of Complex-Valued Stationary Gaussian Processes Through Embedding Circulant Matrix | Full Text | References | PDF (2.4 MB) | Supplemental
  • 262 Views
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Article
A New Unified Approach for the Simulation of a Wide Class of Directional Distributions
John T. Kent, Asaad M. Ganeiber & Kanti V. Mardia
Pages: 291-301
Published online: 20 Jun 2018
AbstractforA New Unified Approach for the Simulation of a Wide Class of Directional Distributions | Full Text | References | PDF (1.6 MB) | Supplemental
  • 659 Views
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Spatial Analysis

Article
On Kernel-Based Intensity Estimation of Spatial Point Patterns on Linear Networks
M. Mehdi Moradi, Francisco J. Rodríguez-Cortés & Jorge Mateu
Pages: 302-311
Published online: 05 Apr 2018
AbstractforOn Kernel-Based Intensity Estimation of Spatial Point Patterns on Linear Networks | Full Text | References | PDF (2.2 MB)
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Article
Point Patterns Occurring on Complex Structures in Space and Space-Time: An Alternative Network Approach
Matthias Eckardt & Jorge Mateu
Pages: 312-322
Published online: 20 Jun 2018
AbstractforPoint Patterns Occurring on Complex Structures in Space and Space-Time: An Alternative Network Approach | Full Text | References | PDF (3.5 MB)
  • 332 Views
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Graphical Models, Networks

Article
Selection of the Regularization Parameter in Graphical Models Using Network Characteristics
Adria Caballe Mestres, Natalia Bochkina & Claus Mayer
Pages: 323-333
Published online: 14 May 2018
AbstractforSelection of the Regularization Parameter in Graphical Models Using Network Characteristics | Full Text | References | PDF (1.9 MB) | Supplemental
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Article
Representing Sparse Gaussian DAGs as Sparse R-Vines Allowing for Non-Gaussian Dependence
Dominik Müller & Claudia Czado
Pages: 334-344
Published online: 21 May 2018
AbstractforRepresenting Sparse Gaussian DAGs as Sparse R-Vines Allowing for Non-Gaussian Dependence | Full Text | References | PDF (2.1 MB) | Supplemental
  • 346 Views
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Robust Stats, Outliers, Image Analysis, Nonparametric

Article
A Measure of Directional Outlyingness With Applications to Image Data and Video
Peter J. Rousseeuw, Jakob Raymaekers & Mia Hubert
Pages: 345-359
Published online: 17 May 2018
AbstractforA Measure of Directional Outlyingness With Applications to Image Data and Video | Full Text | References | PDF (8.1 MB)
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Open Access
Article
A Lattice-Based Smoother for Regions With Irregular Boundaries and Holes
Julie McIntyre & Ronald P. Barry
Pages: 360-367
Published online: 20 Jun 2018
AbstractforA Lattice-Based Smoother for Regions With Irregular Boundaries and Holes | Full Text | References | PDF (1.5 MB) | Supplemental
  • 179 Views
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Data Mining

Article
Fast Algorithms for Large-Scale Generalized Distance Weighted Discrimination
Xin Yee Lam, J. S. Marron, Defeng Sun & Kim-Chuan Toh
Pages: 368-379
Published online: 17 May 2018
AbstractforFast Algorithms for Large-Scale Generalized Distance Weighted Discrimination | Full Text | References | PDF (627.2 KB) | Supplemental
  • 482 Views
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Article
Tree-Structured Clustering in Fixed Effects Models
Moritz Berger & Gerhard Tutz
Pages: 380-392
Published online: 17 May 2018
AbstractforTree-Structured Clustering in Fixed Effects Models | Full Text | References | PDF (3.7 MB) | Supplemental
  • 366 Views
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Article
Sparse Convex Clustering
Binhuan Wang, Yilong Zhang, Will Wei Sun & Yixin Fang
Pages: 393-403
Published online: 17 May 2018
AbstractforSparse Convex Clustering | Full Text | References | PDF (1.6 MB) | Supplemental
  • 1659 Views
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Article
Finding the Number of Normal Groups in Model-Based Clustering via Constrained Likelihoods
Andrea Cerioli, Luis Angel García-Escudero, Agustín Mayo-Iscar & Marco Riani
Pages: 404-416
Published online: 20 Jun 2018
AbstractforFinding the Number of Normal Groups in Model-Based Clustering via Constrained Likelihoods | Full Text | References | PDF (987.9 KB) | Supplemental
  • 384 Views
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Models

Article
A New Approach to Censored Quantile Regression Estimation
Xiaorong Yang, Naveen Naidu Narisetty & Xuming He
Pages: 417-425
Published online: 20 Jun 2018
AbstractforA New Approach to Censored Quantile Regression Estimation | Full Text | References | PDF (2.6 MB) | Supplemental
  • 1403 Views
  • 17 CrossRef citations
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Article
Gradient-based Regularization Parameter Selection for Problems With Nonsmooth Penalty Functions
Jean Feng & Noah Simon
Pages: 426-435
Published online: 20 Jun 2018
AbstractforGradient-based Regularization Parameter Selection for Problems With Nonsmooth Penalty Functions | Full Text | References | PDF (674.8 KB) | Supplemental
  • 438 Views
  • 10 CrossRef citations
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Article
Multiset Model Selection
Andrew Hoegh, Dipayan Maiti & Scotland Leman
Pages: 436-448
Published online: 17 May 2018
AbstractforMultiset Model Selection | Full Text | References | PDF (2 MB) | Supplemental
  • 193 Views
  • 1 CrossRef citations
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Article
Sparse Partially Collapsed MCMC for Parallel Inference in Topic Models
Måns Magnusson, Leif Jonsson, Mattias Villani & David Broman
Pages: 449-463
Published online: 31 May 2018
AbstractforSparse Partially Collapsed MCMC for Parallel Inference in Topic Models | Full Text | References | PDF (3.8 MB) | Supplemental
  • 379 Views
  • 4 CrossRef citations
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