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Clustering and Classification

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Integrative clustering methods for multi‐omics data

Advanced Review
Xiaoyu Zhang, Zhenwei Zhou, Hanfei Xu, Ching‐Ti Liu
Published Online: Feb 08 2021
DOI:10.1002/wics.1553

Abstract Full article on Wiley Online Library:   HTML | PDF
An introduction to persistent homology for time series

Primer
Nalini Ravishanker, Renjie Chen
Published Online: Feb 05 2021
DOI:10.1002/wics.1548

Abstract Full article on Wiley Online Library:   HTML | PDF
Detecting clusters in multivariate response regression

Focus Article
Bradley S. Price, Corban Allenbrand, Ben Sherwood
Published Online: Feb 04 2021
DOI:10.1002/wics.1551

Abstract Full article on Wiley Online Library:   HTML | PDF
A convergence diagnostic for Bayesian clustering

Focus Article
Martin Lysy, Masoud Asgharian, Vahid Partovi Nia
Published Online: Nov 11 2020
DOI:10.1002/wics.1536

Abstract Full article on Wiley Online Library:   HTML | PDF
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

Abstract Full article on Wiley Online Library:   HTML | PDF
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 26 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
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
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
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
L. Billard, Jaejik Kim
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
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