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Statistical and Graphical Methods of Data Analysis

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30 Years of space–time covariance functions

Advanced Review
Emilio Porcu, Reinhard Furrer, Douglas Nychka
Published Online: May 20 2020
DOI:10.1002/wics.1512

Abstract Full article on Wiley Online Library:   HTML | PDF
Adversarial machine learning for cybersecurity and computer vision: Current developments and challenges

Advanced Review
Bowei Xi
Published Online: Apr 21 2020
DOI:10.1002/wics.1511

Abstract Full article on Wiley Online Library:   HTML | PDF
Nonparametric covariance estimation with shrinkage toward stationary models

Focus Article
Yoonkyung Lee, Tayler A. Blake
Published Online: Mar 20 2020
DOI:10.1002/wics.1507

Abstract Full article on Wiley Online Library:   HTML | PDF
A review of flow field forecasting: A high‐dimensional forecasting procedure

Advanced Review
Kyle Caudle, Patrick S. Fleming, Randy C. Hoover
Published Online: Feb 21 2020
DOI:10.1002/wics.1505

Abstract Full article on Wiley Online Library:   HTML | PDF
Stationary count time series models

Overview
Christian H. Weiß
Published Online: Feb 14 2020
DOI:10.1002/wics.1502

Abstract Full article on Wiley Online Library:   HTML | PDF
Model exploration using conditional visualization

Overview
Catherine B. Hurley
Published Online: Feb 07 2020
DOI:10.1002/wics.1503

Abstract Full article on Wiley Online Library:   HTML | PDF
Random projections: Data perturbation for classification problems

Advanced Review
Timothy I. Cannings
Published Online: Feb 05 2020
DOI:10.1002/wics.1499

Abstract Full article on Wiley Online Library:   HTML | PDF
Multiple and multilevel graphical models

Overview
Hamdy Mahmoud, Byung‐Jun Kim, Wenyu Gao, Jiali Lin, Liang Shan, Inyoung Kim
Published Online: Feb 03 2020
DOI:10.1002/wics.1497

Abstract Full article on Wiley Online Library:   HTML | PDF
Analyzing Markov chain Monte Carlo output

Overview
Galin L. Jones, James M. Flegal, Nathan Robertson, Dootika Vats
Published Online: Jan 29 2020
DOI:10.1002/wics.1501

Abstract Full article on Wiley Online Library:   HTML | PDF
Analysis of shape data: From landmarks to elastic curves

Overview
Karthik Bharath, Sebastian Kurtek
Published Online: Jan 17 2020
DOI:10.1002/wics.1495

Abstract Full article on Wiley Online Library:   HTML | PDF
Individualized inference through fusion learning

Advanced Review
Min‐ge Xie, Rong Chen, Chencheng Cai
Published Online: Jan 13 2020
DOI:10.1002/wics.1498

Abstract Full article on Wiley Online Library:   HTML | PDF
Nonparametric volatility prediction

Focus Article
Jussi Klemelä
Published Online: Jan 07 2020
DOI:10.1002/wics.1491

Abstract Full article on Wiley Online Library:   HTML | PDF
Filtering‐based approaches for functional data classification

Advanced Review
Ci‐Ren Jiang, Lu‐Hung Chen
Published Online: Jan 06 2020
DOI:10.1002/wics.1490

Abstract Full article on Wiley Online Library:   HTML | PDF
Tweedie regression models and its geometric sums for (semi‐)continuous data

Advanced Review
Rahma Abid, Wagner H. Bonat, Célestin C. Kokonendji
Published Online: Jan 03 2020
DOI:10.1002/wics.1496

Abstract Full article on Wiley Online Library:   HTML | PDF
On nonparametric conditional independence tests for continuous variables

Advanced Review
Xiaodan Fan, Chun Li
Published Online: Dec 26 2019
DOI:10.1002/wics.1489

Abstract Full article on Wiley Online Library:   HTML | PDF
Multiple testing approaches for hypotheses in integrative genomics

Advanced Review
Debashis Ghosh, Xuhong Zhang, Efrén Cruz‐Cortés, Pratyaydipta Rudra
Published Online: Dec 16 2019
DOI:10.1002/wics.1493

Abstract Full article on Wiley Online Library:   HTML | PDF
Robust nonparametric regression: A review

Advanced Review
Pavel Čížek, Serhan Sadıkoğlu
Published Online: Dec 12 2019
DOI:10.1002/wics.1492

Abstract Full article on Wiley Online Library:   HTML | PDF
A review of approximate Bayesian computation methods via density estimation: Inference for simulator‐models

Overview
Clara Grazian, Yanan Fan
Published Online: Oct 29 2019
DOI:10.1002/wics.1486

Abstract Full article on Wiley Online Library:   HTML | PDF
Nonparametric curve estimation and bootstrap bandwidth selection

Advanced Review
Inés Barbeito, Ricardo Cao
Published Online: Oct 27 2019
DOI:10.1002/wics.1488

Abstract Full article on Wiley Online Library:   HTML | PDF
High‐dimensional covariance matrix estimation

Advanced Review
Clifford Lam
Published Online: Oct 23 2019
DOI:10.1002/wics.1485

Abstract Full article on Wiley Online Library:   HTML | PDF
Envelope methods

Overview
R. Dennis Cook
Published Online: Oct 03 2019
DOI:10.1002/wics.1484

Abstract Full article on Wiley Online Library:   HTML | PDF
Analysis of ranking data

Advanced Review
Philip L. H. Yu, Jiaqi Gu, Hang Xu
Published Online: Aug 06 2019
DOI:10.1002/wics.1483

Abstract Full article on Wiley Online Library:   HTML | PDF
Tensor decomposition for dimension reduction

Advanced Review
Yu‐Hsiang Cheng, Tzee‐Ming Huang, Su‐Yun Huang
Published Online: Jul 22 2019
DOI:10.1002/wics.1482

Abstract Full article on Wiley Online Library:   HTML | PDF
Computation of exact probabilities associated with overlapping pattern occurrences

Focus Article
Donald E. K. Martin
Published Online: Jul 05 2019
DOI:10.1002/wics.1477

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Multiscalar genetic pathway modeling with hybrid Bayesian networks

Focus Article
Jesse D. Ziebarth, Yan Cui
Published Online: Jul 03 2019
DOI:10.1002/wics.1479

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Soft clustering

Advanced Review
Paolo Giordani, Maria Brigida Ferraro
Published Online: Jun 17 2019
DOI:10.1002/wics.1480

Abstract Full article on Wiley Online Library:   HTML | PDF
Matrix completion from a computational statistics perspective

Advanced Review
Tianxi Li, Eric C. Chi
Published Online: Jun 09 2019
DOI:10.1002/wics.1469

Abstract Full article on Wiley Online Library:   HTML | PDF
Goodness‐of‐fit testing in sparse contingency tables when the number of variables is large

Advanced Review
Mark Reiser
Published Online: Jun 09 2019
DOI:10.1002/wics.1470

Abstract Full article on Wiley Online Library:   HTML | PDF
High‐dimensional covariance estimation for Gaussian directed acyclic graph models with given order

Focus Article
Jerome Taylor, Kshitij Khare
Published Online: May 22 2019
DOI:10.1002/wics.1468

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Inference on variance components near boundary in linear mixed effect models

Advanced Review
Wataru Sakamoto
Published Online: Apr 25 2019
DOI:10.1002/wics.1466

Abstract Full article on Wiley Online Library:   HTML | PDF
Bayesian regularization: From Tikhonov to horseshoe

Advanced Review
Nicholas G. Polson, Vadim Sokolov
Published Online: Apr 23 2019
DOI:10.1002/wics.1463

Abstract Full article on Wiley Online Library:   HTML | PDF
Insurance risk assessment in the face of climate change: Integrating data science and statistics

Advanced Review
Vyacheslav Lyubchich, Nathaniel K. Newlands, Azar Ghahari, Tahir Mahdi, Yulia R. Gel
Published Online: Apr 17 2019
DOI:10.1002/wics.1462

Abstract Full article on Wiley Online Library:   HTML | PDF
Multiple and multiway correspondence analysis

Advanced Review
Eric J. Beh, Rosaria Lombardo
Published Online: Apr 08 2019
DOI:10.1002/wics.1464

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Nonparametric density estimation for high‐dimensional data—Algorithms and applications

Advanced Review
Zhipeng Wang, David W. Scott
Published Online: Apr 02 2019
DOI:10.1002/wics.1461

Abstract Full article on Wiley Online Library:   HTML | PDF
On sufficient dimension reduction for functional data: Inverse moment‐based methods

Advanced Review
Jun Song
Published Online: Mar 27 2019
DOI:10.1002/wics.1459

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Factor analysis: Latent variable, matrix decomposition, and constrained uniqueness formulations

Advanced Review
Kohei Adachi
Published Online: Mar 19 2019
DOI:10.1002/wics.1458

Abstract Full article on Wiley Online Library:   HTML | PDF
The Akaike information criterion: Background, derivation, properties, application, interpretation, and refinements

Focus Article
Joseph E. Cavanaugh, Andrew A. Neath
Published Online: Mar 14 2019
DOI:10.1002/wics.1460

Abstract Full article on Wiley Online Library:   HTML | PDF
Statistical nonparametric mapping: Multivariate permutation tests for location, correlation, and regression problems in neuroimaging

Advanced Review
Nathaniel E. Helwig
Published Online: Jan 22 2019
DOI:10.1002/wics.1457

Abstract Full article on Wiley Online Library:   HTML | PDF
Distance‐based clustering of mixed data

Advanced Review
Michel van de Velden, Alfonso Iodice D'Enza, Angelos Markos
Published Online: Nov 05 2018
DOI:10.1002/wics.1456

Abstract Full article on Wiley Online Library:   HTML | PDF
A selective overview of feature screening methods with applications to neuroimaging data

Advanced Review
Kevin He, Han Xu, Jian Kang
Published Online: Sep 21 2018
DOI:10.1002/wics.1454

Abstract Full article on Wiley Online Library:   HTML | PDF
Computation of the nonparametric maximum likelihood estimate of a univariate log‐concave density

Focus Article
Yong Wang
Published Online: Aug 07 2018
DOI:10.1002/wics.1452

Abstract Full article on Wiley Online Library:   HTML | PDF
Aggregated inference

Advanced Review
Xiaoming Huo, Shanshan Cao
Published Online: Jul 26 2018
DOI:10.1002/wics.1451

Abstract Full article on Wiley Online Library:   HTML | PDF
Time series clustering and classification via frequency domain methods

Focus Article
Nalini Ravishanker, Scott H. Holan
Published Online: Jul 20 2018
DOI:10.1002/wics.1444

Abstract Full article on Wiley Online Library:   HTML | PDF
Bayesian variable selection using the hyper‐g prior in WinBUGS

Advanced Review
Konstantinos Perrakis, Ioannis Ntzoufras
Published Online: Jul 17 2018
DOI:10.1002/wics.1442

Abstract Full article on Wiley Online Library:   HTML | PDF
Weighted cross validation in model selection

Focus Article
Claudio Agostinelli, Georgios Afendras, Marianthi Markatou
Published Online: Jul 09 2018
DOI:10.1002/wics.1439

Abstract Full article on Wiley Online Library:   HTML | PDF
Spatial modeling with R‐INLA: A review

Advanced Review
Finn Lindgren, Daniel Simpson, Elias Krainski, Janine Illian, David Bolin, Andrea Riebler, Geir‐Arne Fuglstad, Håvard Rue, Haakon Bakka
Published Online: Jul 05 2018
DOI:10.1002/wics.1443

Abstract Full article on Wiley Online Library:   HTML | PDF
Bayesian latent modeling of spatio‐temporal variation in small‐area health data

Overview
Andrew B. Lawson
Published Online: Jun 29 2018
DOI:10.1002/wics.1441

Abstract Full article on Wiley Online Library:   HTML | PDF
Independent component analysis: A statistical perspective

Overview
Hannu Oja, Klaus Nordhausen
Published Online: Jun 27 2018
DOI:10.1002/wics.1440

Abstract Full article on Wiley Online Library:   HTML | PDF
Kalman filtering and sequential Bayesian analysis

Advanced Review
Refik Soyer
Published Online: Jun 13 2018
DOI:10.1002/wics.1438

Abstract Full article on Wiley Online Library:   HTML | PDF
Accelerating MCMC algorithms

Overview
Changye Wu, Nick Tawn, Víctor Elvira, Christian P. Robert
Published Online: Jun 13 2018
DOI:10.1002/wics.1435

Abstract Full article on Wiley Online Library:   HTML | PDF
Level set tree methods

Advanced Review
Jussi Klemelä
Published Online: May 31 2018
DOI:10.1002/wics.1436

Abstract Full article on Wiley Online Library:   HTML | PDF
A review of quadratic discriminant analysis for high‐dimensional data

Overview
Yingli Qin
Published Online: May 17 2018
DOI:10.1002/wics.1434

Abstract Full article on Wiley Online Library:   HTML | PDF
In defense of Pratt's variable importance axioms: A response to Gromping

Focus Article
D. Roland Thomas, Ernest Kwan, Bruno D. Zumbo
Published Online: Mar 25 2018
DOI:10.1002/wics.1433

Abstract Full article on Wiley Online Library:   HTML | PDF
Estimation and testing for separable variance–covariance structures

Overview
Pierre Dutilleul
Published Online: Mar 24 2018
DOI:10.1002/wics.1432

Abstract Full article on Wiley Online Library:   HTML | PDF
Modal regression using kernel density estimation: A review

Advanced Review
Yen‐Chi Chen
Published Online: Feb 14 2018
DOI:10.1002/wics.1431

Abstract Full article on Wiley Online Library:   HTML | PDF
Permutation methods. Part II

Overview
Lindsay A. Johnston, Paul W. Mielke, Janis E. Johnston, Kenneth J. Berry
Published Online: Feb 08 2018
DOI:10.1002/wics.1429

Abstract Full article on Wiley Online Library:   HTML | PDF
Inverse problems: From regularization to Bayesian inference

Overview
D. Calvetti, E. Somersalo
Published Online: Jan 31 2018
DOI:10.1002/wics.1427

Abstract Full article on Wiley Online Library:   HTML | PDF
Gini autocovariance function used for time series with heavy‐tail distributions

Focus Article
Marcel D. Carcea
Published Online: Jan 21 2018
DOI:10.1002/wics.1428

Abstract Full article on Wiley Online Library:   HTML | PDF
CLOUD computing risk management for server‐farm repair rates, consumer load cycle, server‐farm repair crew count, and additional servers

Advanced Review
Mehmet Sahinoglu
Published Online: Jan 10 2018
DOI:10.1002/wics.1424

Abstract Full article on Wiley Online Library:   HTML | PDF
Kernel‐based measures of association

Overview
Ying Liu, Victor de la Pena, Tian Zheng
Published Online: Jan 04 2018
DOI:10.1002/wics.1422

Abstract Full article on Wiley Online Library:   HTML | PDF
Computational methods for birth‐death processes

Advanced Review
Forrest W. Crawford, Lam Si Tung Ho, Marc A. Suchard
Published Online: Jan 02 2018
DOI:10.1002/wics.1423

Abstract Full article on Wiley Online Library:   HTML | PDF
Minimum covariance determinant and extensions

Advanced Review
Mia Hubert, Michiel Debruyne, Peter J. Rousseeuw
Published Online: Dec 22 2017
DOI:10.1002/wics.1421

Abstract Full article on Wiley Online Library:   HTML | PDF
Sieve maximum likelihood estimation in generalized linear models with an unknown link function

Advanced Review
Mengdie Yuan, Guoqing Diao
Published Online: Dec 22 2017
DOI:10.1002/wics.1425

Abstract Full article on Wiley Online Library:   HTML | PDF
Modern and classical k‐sample omnibus tests

Focus Article
Su Chen, Michael Pokojovy
Published Online: Oct 10 2017
DOI:10.1002/wics.1418

Abstract Full article on Wiley Online Library:   HTML | PDF
Estimation of covariance and precision matrix, network structure, and a view toward systems biology

Overview
Markku O. Kuismin, Mikko J. Sillanpää
Published Online: Sep 28 2017
DOI:10.1002/wics.1415

Abstract Full article on Wiley Online Library:   HTML | PDF
Hypothesis tests with precedence probabilities and precedence‐type tests

Overview
Rajarshi Dey
Published Online: Sep 28 2017
DOI:10.1002/wics.1417

Abstract Full article on Wiley Online Library:   HTML | PDF
Recent advances in scaling‐down sampling methods in machine learning

Overview
Janusz Wojtusiak, Amr ElRafey
Published Online: Sep 08 2017
DOI:10.1002/wics.1414

Abstract Full article on Wiley Online Library:   HTML | PDF
Nonparametric estimation in economics: Bayesian and frequentist approaches

Focus Article
Justin L. Tobias, Christopher F. Parmeter, Daniel J. Henderson, Joshua C. C. Chan
Published Online: Aug 14 2017
DOI:10.1002/wics.1406

Abstract Full article on Wiley Online Library:   HTML | PDF
Statistical analysis of financial data with many zeros

Focus Article
Kai‐Sheng Song, Robert Kieschnick
Published Online: Jun 19 2017
DOI:10.1002/wics.1399

Abstract Full article on Wiley Online Library:   HTML | PDF
Variable selection in the presence of missing data: imputation‐based methods

Advanced Review
Qi Long, Yize Zhao
Published Online: May 24 2017
DOI:10.1002/wics.1402

Abstract Full article on Wiley Online Library:   HTML | PDF
A review on the generalization of sufficient dimension reduction methods with the additional information

Focus Article
Hung Hung, Henry Horng‐Shing Lu
Published Online: May 24 2017
DOI:10.1002/wics.1401

Abstract Full article on Wiley Online Library:   HTML | PDF
Constrained Kaplan–Meier curve and empirical likelihood

Advanced Review
Yifan Yang, Mai Zhou
Published Online: May 03 2017
DOI:10.1002/wics.1400

Abstract Full article on Wiley Online Library:   HTML | PDF
Unit root tests

Advanced Review
Edward Herranz
Published Online: Apr 04 2017
DOI:10.1002/wics.1396

Abstract Full article on Wiley Online Library:   HTML | PDF
A review of multivariate distributions for count data derived from the Poisson distribution

Advanced Review
David I. Inouye, Eunho Yang, Genevera I. Allen, Pradeep Ravikumar
Published Online: Mar 28 2017
DOI:10.1002/wics.1398

Abstract Full article on Wiley Online Library:   HTML | PDF
Simultaneous confidence bands for the mean of functional data

Overview
David Degras
Published Online: Mar 28 2017
DOI:10.1002/wics.1397

Abstract Full article on Wiley Online Library:   HTML | PDF
Nonparametric functional concurrent regression models

Advanced Review
Arnab Maity
Published Online: Feb 10 2017
DOI:10.1002/wics.1394

Abstract Full article on Wiley Online Library:   HTML | PDF
Data representation for time series data mining: time domain approaches

Focus Article
Seunghye J. Wilson
Published Online: Dec 25 2016
DOI:10.1002/wics.1392

Abstract Full article on Wiley Online Library:   HTML | PDF
Applications of subset selection procedures and Bayesian ranking methods in analysis of traffic fatality data

Focus Article
Gary C. McDonald
Published Online: Sep 12 2016
DOI:10.1002/wics.1385

Abstract Full article on Wiley Online Library:   HTML | PDF
On nearest‐neighbor Gaussian process models for massive spatial data

Overview
Alan E. Gelfand, Andrew O. Finley, Sudipto Banerjee, Abhirup Datta
Published Online: Aug 04 2016
DOI:10.1002/wics.1383

Abstract Full article on Wiley Online Library:   HTML | PDF
The top‐K tau‐path screen for monotone association in subpopulations

Overview
Srinath Sampath, Adriano Caloiaro, Wayne Johnson, Joseph S. Verducci
Published Online: Jun 30 2016
DOI:10.1002/wics.1382

Abstract Full article on Wiley Online Library:   HTML | PDF
Variable importance in regression models

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