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Statistical Learning and Exploratory Methods of the Data Sciences

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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

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
Paolo Giordani, Maria Brigida Ferraro
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
Angelos Markos, Alfonso Iodice D'Enza, Michel van de Velden
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
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 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
Tian Zheng, Victor de la Pena, Ying Liu
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
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
Periodic autoregressive moving average methods based on Fourier representation of periodic coefficients

Overview
Anna E. Dudek, Harry Hurd, Wioletta Wójtowicz
Published Online: Apr 27 2016
DOI:10.1002/wics.1380

Abstract Full article on Wiley Online Library:   HTML | PDF
A survey on Neyman‐Pearson classification and suggestions for future research

Advanced Review
Xin Tong, Yang Feng, Anqi Zhao
Published Online: Feb 26 2016
DOI:10.1002/wics.1376

Abstract Full article on Wiley Online Library:   HTML | PDF
Statistical methods for complex event processing and real time decision making

Overview
Patrick H. Tendick, Lorraine Denby, Wen‐Hua Ju
Published Online: Nov 23 2015
DOI:10.1002/wics.1372

Abstract Full article on Wiley Online Library:   HTML | PDF
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