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Statistical Learning and Exploratory Methods of the Data Sciences

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Individualized inference through fusion learning

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

Abstract Full article on Wiley Online Library:   HTML | PDF
Particularities and commonalities of singular spectrum analysis as a method of time series analysis and signal processing

Advanced Review
Nina Golyandina
Published Online: Jan 10 2020
DOI:10.1002/wics.1487

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

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

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
Tensor decomposition for dimension reduction

Advanced Review
Su‐Yun Huang, Tzee‐Ming Huang, Yu‐Hsiang Cheng
Published Online: Jul 23 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

Abstract Full article on Wiley Online Library:   HTML | PDF
Cauchy and other shrinkage priors for logistic regression in the presence of separation

Focus Article
Joyee Ghosh
Published Online: Jun 24 2019
DOI:10.1002/wics.1478

Abstract Full article on Wiley Online Library:   HTML | PDF
Soft clustering

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

Abstract Full article on Wiley Online Library:   HTML | PDF
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

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
Classification with high dimensional features

Advanced Review
Hui Zou
Published Online: Sep 21 2018
DOI:10.1002/wics.1453

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

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

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

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
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
Constructing support vector machines with missing data

Focus Article
Michael C. Wu, Donglin Zeng, Thomas G. Stewart
Published Online: Mar 25 2018
DOI:10.1002/wics.1430

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

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

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
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
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
Hierarchical clustering for histogram data

Advanced Review
L. Billard, Jaejik Kim
Published Online: Aug 10 2017
DOI:10.1002/wics.1405

Abstract Full article on Wiley Online Library:   HTML | PDF
Optimal experimental design that targets meaningful information

Focus Article
Jonathan Stallings, J. P. Morgan
Published Online: Feb 01 2017
DOI:10.1002/wics.1393

Abstract Full article on Wiley Online Library:   HTML | PDF
Thinking by classes in data science: the symbolic data analysis paradigm

Overview
Edwin Diday
Published Online: Aug 19 2016
DOI:10.1002/wics.1384

Abstract Full article on Wiley Online Library:   HTML | PDF
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