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Statistical Learning and Exploratory Methods of the Data Sciences

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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
Partial least squares algorithms and methods

Advanced Review
Vincenzo Esposito Vinzi, Giorgio Russolillo
Published Online: Dec 26 2012
DOI:10.1002/wics.1239

Abstract Full article on Wiley Online Library:   HTML | PDF
Examples of understanding safety data using graphical methods

Advanced Review
Richard Anziano, Robert Gordon
Published Online: Dec 26 2012
DOI:10.1002/wics.1243

Abstract Full article on Wiley Online Library:   HTML | PDF
Alarm activation, pattern discovery, and anomaly detection in sensor networks

Advanced Review
James A. Shine, James E. Gentle
Published Online: Oct 08 2012
DOI:10.1002/wics.1233

Abstract Full article on Wiley Online Library:   HTML | PDF
Shrinkage and absolute penalty estimation in linear regression models

Overview
S. Ejaz Ahmed, S.M. Enayetur Raheem
Published Online: Sep 28 2012
DOI:10.1002/wics.1232

Abstract Full article on Wiley Online Library:   HTML | PDF
Computational biology perspective: kernel methods and deep learning

Advanced Review
Huma Lodhi
Published Online: Jul 16 2012
DOI:10.1002/wics.1223

Abstract Full article on Wiley Online Library:   HTML | PDF
Introduction to manifold learning

Overview
Alan Julian Izenman
Published Online: Jul 16 2012
DOI:10.1002/wics.1222

Abstract Full article on Wiley Online Library:   HTML | PDF
Bin smoother

Focus Article
Jussi Klemelä
Published Online: May 11 2012
DOI:10.1002/wics.1214

Abstract Full article on Wiley Online Library:   HTML | PDF
Biplots: the joy of singular value decomposition

Focus Article
Michael J. Greenacre
Published Online: Apr 06 2012
DOI:10.1002/wics.1200

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
Estimating Response Modeling Methodology models

Focus Article
Haim Shore
Published Online: Feb 10 2012
DOI:10.1002/wics.1199

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
STATIS and DISTATIS: optimum multitable principal component analysis and three way metric multidimensional scaling

Advanced Review
Hervé Abdi, Lynne J. Williams, Domininique Valentin, Mohammed Bennani‐Dosse
Published Online: Jan 05 2012
DOI:10.1002/wics.198

Abstract Full article on Wiley Online Library:   HTML | PDF
The Bayesian information criterion: background, derivation, and applications

Focus Article
Andrew A. Neath, Joseph E. Cavanaugh
Published Online: Dec 14 2011
DOI:10.1002/wics.199

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
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