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Clustering and Classification

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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
Clustering of multivariate geostatistical data

Focus Article
Francky Fouedjio
Published Online: Mar 27 2020
DOI:10.1002/wics.1510

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
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
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
David W. Scott, Zhipeng Wang
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
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
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
Hierarchical clustering for histogram data

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

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
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
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
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
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
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
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
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
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
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
Learning under nonstationarity: covariate shift and class‐balance change

Advanced Review
Masashi Sugiyama, Makoto Yamada, Marthinus Christoffel du Plessis
Published Online: Aug 27 2013
DOI:10.1002/wics.1275

Abstract Full article on Wiley Online Library:   HTML | PDF
Semi‐supervised clustering methods

Advanced Review
Eric Bair
Published Online: Jul 23 2013
DOI:10.1002/wics.1270

Abstract Full article on Wiley Online Library:   HTML | PDF
Electroencephalogram‐sleep study

Focus Article
Alexandra Piryatinska
Published Online: Jun 05 2013
DOI:10.1002/wics.1261

Abstract Full article on Wiley Online Library:   HTML | PDF
A review of discriminant analysis in high dimensions

Advanced Review
Qing Mai
Published Online: Apr 09 2013
DOI:10.1002/wics.1257

Abstract Full article on Wiley Online Library:   HTML | PDF
Challenges in model‐based clustering

Advanced Review
Volodymyr Melnykov
Published Online: Feb 07 2013
DOI:10.1002/wics.1248

Abstract Full article on Wiley Online Library:   HTML | PDF
Model‐based cluster analysis

Overview
Daniel Stahl, Hannah Sallis
Published Online: Mar 15 2012
DOI:10.1002/wics.1204

Abstract Full article on Wiley Online Library:   HTML | PDF
Nearest‐neighbor methods

Focus Article
Clifton Sutton
Published Online: Jan 09 2012
DOI:10.1002/wics.1195

Abstract Full article on Wiley Online Library:   HTML | PDF
Clusters in irregular areas and lattices

Focus Article
William F. Wieczorek, Alan M. Delmerico, Peter A. Rogerson, David W.S. Wong
Published Online: Oct 12 2011
DOI:10.1002/wics.196

Abstract Full article on Wiley Online Library:   HTML | PDF
Visual matrix explorer for collaborative seriation

Advanced Review
Innar Liiv, Rain Opik, Jaan Ubi, John Stasko
Published Online: Sep 07 2011
DOI:10.1002/wics.193

Abstract Full article on Wiley Online Library:   HTML | PDF
Statistical learning theory: a tutorial

Overview
Sanjeev R. Kulkarni, Gilbert Harman
Published Online: Jun 10 2011
DOI:10.1002/wics.179

Abstract Full article on Wiley Online Library:   HTML | PDF
Machine learning

Advanced Review
Ethem Alpaydın
Published Online: Apr 04 2011
DOI:10.1002/wics.166

Abstract Full article on Wiley Online Library:   HTML | PDF
Fuzzy set theory

Advanced Review
H.‐J. Zimmermann
Published Online: May 25 2010
DOI:10.1002/wics.82

Abstract Full article on Wiley Online Library:   HTML | PDF
Statistical data mining

Overview
David L. Banks
Published Online: Dec 31 2009
DOI:10.1002/wics.53

Abstract Full article on Wiley Online Library:   HTML | PDF
Support vector machines

Advanced Review
Alessia Mammone, Marco Turchi, Nello Cristianini
Published Online: Dec 01 2009
DOI:10.1002/wics.49

Abstract Full article on Wiley Online Library:   HTML | PDF
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