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
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Clustering and Classification
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Clustering and Classification
Aggregating predictions from experts: A review of statistical methods, experiments, and applications
Advanced Review
Thomas McAndrew, Nutcha Wattanachit, Graham C. Gibson, Nicholas G. Reich
Published Online: Jun 16 2020
DOI:10.1002/wics.1514
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
Clustering of multivariate geostatistical data
Focus Article
Francky Fouedjio
Published Online: Mar 26 2020
DOI:10.1002/wics.1510
Random projections: Data perturbation for classification problems
Advanced Review
Timothy I. Cannings
Published Online: Feb 05 2020
DOI:10.1002/wics.1499
Filtering‐based approaches for functional data classification
Advanced Review
Ci‐Ren Jiang, Lu‐Hung Chen
Published Online: Jan 06 2020
DOI:10.1002/wics.1490
Soft clustering
Advanced Review
Paolo Giordani, Maria Brigida Ferraro
Published Online: Jun 17 2019
DOI:10.1002/wics.1480
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
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
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
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
A review of quadratic discriminant analysis for high‐dimensional data
Overview
Yingli Qin
Published Online: May 17 2018
DOI:10.1002/wics.1434
Hierarchical clustering for histogram data
Advanced Review
L. Billard, Jaejik Kim
Published Online: Aug 10 2017
DOI:10.1002/wics.1405
Thinking by classes in data science: the symbolic data analysis paradigm
Overview
Edwin Diday
Published Online: Aug 19 2016
DOI:10.1002/wics.1384
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
Use of majority votes in statistical learning
Overview
Mu Zhu
Published Online: Aug 27 2015
DOI:10.1002/wics.1362
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
Bayesian co‐clustering
Advanced Review
Carlotta Domeniconi, Kathryn Laskey
Published Online: Jul 06 2015
DOI:10.1002/wics.1359
Learning ordinal data
Focus Article
Xingye Qiao
Published Online: Jun 18 2015
DOI:10.1002/wics.1357
Distance‐weighted discrimination
Focus Article
J. S. Marron
Published Online: Jan 14 2015
DOI:10.1002/wics.1345
Biplots: quantitative data
Overview
John C. Gower, Niël J. Le Roux, Sugnet Gardner‐Lubbe
Published Online: Sep 24 2014
DOI:10.1002/wics.1338
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
Tessellation
Focus Article
Daisy Phillips
Published Online: Mar 25 2014
DOI:10.1002/wics.1298
Visualizing singular value decomposition
Focus Article
Lingsong Zhang, Yao Wang
Published Online: Mar 14 2014
DOI:10.1002/wics.1295
Decision trees
Overview
Barry de Ville
Published Online: Oct 04 2013
DOI:10.1002/wics.1278