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Statistical Learning and Exploratory Methods of the Data Sciences

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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
Thomas G. Stewart, Donglin Zeng, Michael C. Wu
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
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
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
Use of majority votes in statistical learning

Overview
Mu Zhu
Published Online: Aug 27 2015
DOI:10.1002/wics.1362

Abstract Full article on Wiley Online Library:   HTML | PDF
Robust statistics: a selective overview and new directions

Overview
Marco Avella Medina, Elvezio Ronchetti
Published Online: Aug 20 2015
DOI:10.1002/wics.1363

Abstract Full article on Wiley Online Library:   HTML | PDF
A practical guide to text mining with topic extraction

Advanced Review
Andrew Karl, James Wisnowski, W. Heath Rushing
Published Online: Aug 03 2015
DOI:10.1002/wics.1361

Abstract Full article on Wiley Online Library:   HTML | PDF
Bayesian co‐clustering

Advanced Review
Carlotta Domeniconi, Kathryn Laskey
Published Online: Jul 06 2015
DOI:10.1002/wics.1359

Abstract Full article on Wiley Online Library:   HTML | PDF
Player evaluation using win probabilities in sports competitions

Overview
Jim Albert
Published Online: Jun 29 2015
DOI:10.1002/wics.1358

Abstract Full article on Wiley Online Library:   HTML | PDF
Learning ordinal data

Focus Article
Xingye Qiao
Published Online: Jun 18 2015
DOI:10.1002/wics.1357

Abstract Full article on Wiley Online Library:   HTML | PDF
Smoothing using fractional polynomials: an alternative to polynomials and splines in applied research

Focus Article
Michael David Regier, R. David Parker
Published Online: May 19 2015
DOI:10.1002/wics.1355

Abstract Full article on Wiley Online Library:   HTML | PDF
Anomaly detection in dynamic networks: a survey

Advanced Review
Stephen Ranshous, Shitian Shen, Danai Koutra, Steve Harenberg, Christos Faloutsos, Nagiza F. Samatova
Published Online: Mar 21 2015
DOI:10.1002/wics.1347

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

Focus Article
Wenxuan Zhong, Xin Xing, Kenneth Suslick
Published Online: Mar 19 2015
DOI:10.1002/wics.1350

Abstract Full article on Wiley Online Library:   HTML | PDF
Distance‐weighted discrimination

Focus Article
J. S. Marron
Published Online: Jan 14 2015
DOI:10.1002/wics.1345

Abstract Full article on Wiley Online Library:   HTML | PDF
Visualizing large graphs

Advanced Review
Yifan Hu, Lei Shi
Published Online: Jan 12 2015
DOI:10.1002/wics.1343

Abstract Full article on Wiley Online Library:   HTML | PDF
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