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Statistical Learning and Exploratory Methods of the Data Sciences

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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
Simulation‐based estimation: a case study in oncology (SIMEST) and a case study in portfolio selection (SIMUGRAM)

Focus Article
James R. Thompson
Published Online: Oct 22 2014
DOI:10.1002/wics.1320

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

Advanced Review
Shojaeddin Chenouri, Jiaxi Liang, Christopher G. Small
Published Online: Oct 02 2014
DOI:10.1002/wics.1331

Abstract Full article on Wiley Online Library:   HTML | PDF
Biplots: quantitative data

Overview
John C. Gower, Niël J. Le Roux, Sugnet Gardner‐Lubbe
Published Online: Sep 24 2014
DOI:10.1002/wics.1338

Abstract Full article on Wiley Online Library:   HTML | PDF
Analyzing complex mathematical model behavior by partial least squares regression‐based multivariate metamodeling

Advanced Review
Kristin Tøndel, Harald Martens
Published Online: Aug 20 2014
DOI:10.1002/wics.1325

Abstract Full article on Wiley Online Library:   HTML | PDF
Community detection in large‐scale networks: a survey and empirical evaluation

Advanced Review
Steve Harenberg, Gonzalo Bello, L. Gjeltema, Stephen Ranshous, Jitendra Harlalka, Ramona Seay, Kanchana Padmanabhan, Nagiza Samatova
Published Online: Jul 22 2014
DOI:10.1002/wics.1319

Abstract Full article on Wiley Online Library:   HTML | PDF
Scientific modeling with cellular automata

Overview
Joel L. Schiff
Published Online: Apr 25 2014
DOI:10.1002/wics.1301

Abstract Full article on Wiley Online Library:   HTML | PDF
Tessellation

Focus Article
Daisy Phillips
Published Online: Mar 25 2014
DOI:10.1002/wics.1298

Abstract Full article on Wiley Online Library:   HTML | PDF
Visualizing singular value decomposition

Focus Article
Lingsong Zhang, Yao Wang
Published Online: Mar 14 2014
DOI:10.1002/wics.1295

Abstract Full article on Wiley Online Library:   HTML | PDF
The role of margins in boosting and ensemble performance

Advanced Review
Waldyn Martinez, J. Brian Gray
Published Online: Feb 12 2014
DOI:10.1002/wics.1292

Abstract Full article on Wiley Online Library:   HTML | PDF
Least angle regression for model selection

Advanced Review
Hongyang Zhang, Ruben H. Zamar
Published Online: Jan 08 2014
DOI:10.1002/wics.1288

Abstract Full article on Wiley Online Library:   HTML | PDF
Document visualization: an overview of current research

Overview
Qihong Gan, Min Zhu, Mingzhao Li, Ting Liang, Yu Cao, Baoyao Zhou
Published Online: Dec 21 2013
DOI:10.1002/wics.1285

Abstract Full article on Wiley Online Library:   HTML | PDF
Some recent statistical learning methods for longitudinal high‐dimensional data

Advanced Review
Shuo Chen, Edward Grant, Tong Tong Wu, F. DuBois Bowman
Published Online: Dec 13 2013
DOI:10.1002/wics.1282

Abstract Full article on Wiley Online Library:   HTML | PDF
Variable selection in linear models

Overview
Yuqi Chen, Pang Du, Yuedong Wang
Published Online: Dec 13 2013
DOI:10.1002/wics.1284

Abstract Full article on Wiley Online Library:   HTML | PDF
Decision trees

Overview
Barry de Ville
Published Online: Oct 04 2013
DOI:10.1002/wics.1278

Abstract Full article on Wiley Online Library:   HTML | PDF
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