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Statistical Learning and Exploratory Methods of the Data Sciences

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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
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
Computational solution of stochastic differential equations

Advanced Review
Timothy Sauer
Published Online: Aug 20 2013
DOI:10.1002/wics.1272

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
Modeling and simulation in engineering

Overview
Mehmet Sahinoglu
Published Online: Apr 19 2013
DOI:10.1002/wics.1254

Abstract Full article on Wiley Online Library:   HTML | PDF
Image grand tour

Advanced Review
Wendy L. Martinez
Published Online: Apr 10 2013
DOI:10.1002/wics.1253

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
Multiple factor analysis: principal component analysis for multitable and multiblock data sets

Overview
Hervé Abdi, Lynne J. Williams, Domininique Valentin
Published Online: Feb 14 2013
DOI:10.1002/wics.1246

Abstract Full article on Wiley Online Library:   HTML | PDF
Statistical methods in experimentation recommendation models for discovering gene regulation pathways

Advanced Review
Changwon Yoo
Published Online: Feb 07 2013
DOI:10.1002/wics.1244

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
Quadratic programming algorithms for ensemble models

Advanced Review
Jie Xu, J. Brian Gray
Published Online: Dec 26 2012
DOI:10.1002/wics.1237

Abstract Full article on Wiley Online Library:   HTML | PDF
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