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Statistical Learning and Exploratory Methods of the Data Sciences

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Tensor decomposition for dimension reduction

Advanced Review
Yu‐Hsiang Cheng, Tzee‐Ming Huang, Su‐Yun Huang
Published Online: Jul 22 2019
DOI:10.1002/wics.1482

Abstract Full article on Wiley Online Library:   HTML | PDF
Computation of exact probabilities associated with overlapping pattern occurrences

Focus Article
Donald E. K. Martin
Published Online: Jul 05 2019
DOI:10.1002/wics.1477

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Cauchy and other shrinkage priors for logistic regression in the presence of separation

Focus Article
Joyee Ghosh
Published Online: Jun 24 2019
DOI:10.1002/wics.1478

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Soft clustering

Advanced Review
Paolo Giordani, Maria Brigida Ferraro
Published Online: Jun 17 2019
DOI:10.1002/wics.1480

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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

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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

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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

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Classification with high dimensional features

Advanced Review
Hui Zou
Published Online: Sep 21 2018
DOI:10.1002/wics.1453

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A selective overview of feature screening methods with applications to neuroimaging data

Advanced Review
Jian Kang, Han Xu, Kevin He
Published Online: Sep 21 2018
DOI:10.1002/wics.1454

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Aggregated inference

Advanced Review
Xiaoming Huo, Shanshan Cao
Published Online: Jul 26 2018
DOI:10.1002/wics.1451

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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

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Bayesian latent modeling of spatio‐temporal variation in small‐area health data

Overview
Andrew B. Lawson
Published Online: Jun 29 2018
DOI:10.1002/wics.1441

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A review of quadratic discriminant analysis for high‐dimensional data

Overview
Yingli Qin
Published Online: May 17 2018
DOI:10.1002/wics.1434

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Constructing support vector machines with missing data

Focus Article
Michael C. Wu, Donglin Zeng, Thomas G. Stewart
Published Online: Mar 25 2018
DOI:10.1002/wics.1430

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In defense of Pratt's variable importance axioms: A response to Gromping

Focus Article
Bruno D. Zumbo, Ernest Kwan, D. Roland Thomas
Published Online: Mar 25 2018
DOI:10.1002/wics.1433

Abstract Full article on Wiley Online Library:   HTML | PDF
Gini autocovariance function used for time series with heavy‐tail distributions

Focus Article
Marcel D. Carcea
Published Online: Jan 21 2018
DOI:10.1002/wics.1428

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Kernel‐based measures of association

Overview
Tian Zheng, Victor de la Pena, Ying Liu
Published Online: Jan 04 2018
DOI:10.1002/wics.1422

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Minimum covariance determinant and extensions

Advanced Review
Mia Hubert, Michiel Debruyne, Peter J. Rousseeuw
Published Online: Dec 22 2017
DOI:10.1002/wics.1421

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Hierarchical clustering for histogram data

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

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Optimal experimental design that targets meaningful information

Focus Article
Jonathan Stallings, J. P. Morgan
Published Online: Feb 01 2017
DOI:10.1002/wics.1393

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Thinking by classes in data science: the symbolic data analysis paradigm

Overview
Edwin Diday
Published Online: Aug 19 2016
DOI:10.1002/wics.1384

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The top‐K tau‐path screen for monotone association in subpopulations

Overview
Srinath Sampath, Adriano Caloiaro, Wayne Johnson, Joseph S. Verducci
Published Online: Jun 30 2016
DOI:10.1002/wics.1382

Abstract Full article on Wiley Online Library:   HTML | PDF
Periodic autoregressive moving average methods based on Fourier representation of periodic coefficients

Overview
Anna E. Dudek, Harry Hurd, Wioletta Wójtowicz
Published Online: Apr 27 2016
DOI:10.1002/wics.1380

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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

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Statistical methods for complex event processing and real time decision making

Overview
Patrick H. Tendick, Lorraine Denby, Wen‐Hua Ju
Published Online: Nov 23 2015
DOI:10.1002/wics.1372

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Use of majority votes in statistical learning

Overview
Mu Zhu
Published Online: Aug 27 2015
DOI:10.1002/wics.1362

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Robust statistics: a selective overview and new directions

Overview
Marco Avella Medina, Elvezio Ronchetti
Published Online: Aug 20 2015
DOI:10.1002/wics.1363

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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

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Bayesian co‐clustering

Advanced Review
Carlotta Domeniconi, Kathryn Laskey
Published Online: Jul 06 2015
DOI:10.1002/wics.1359

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Player evaluation using win probabilities in sports competitions

Overview
Jim Albert
Published Online: Jun 29 2015
DOI:10.1002/wics.1358

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Learning ordinal data

Focus Article
Xingye Qiao
Published Online: Jun 18 2015
DOI:10.1002/wics.1357

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Smoothing using fractional polynomials: an alternative to polynomials and splines in applied research

Focus Article
Michael David Regier, R. David Parker
Published Online: May 19 2015
DOI:10.1002/wics.1355

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Anomaly detection in dynamic networks: a survey

Advanced Review
Stephen Ranshous, Shitian Shen, Danai Koutra, Steve Harenberg, Christos Faloutsos, Nagiza F. Samatova
Published Online: Mar 21 2015
DOI:10.1002/wics.1347

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Tensor sufficient dimension reduction

Focus Article
Wenxuan Zhong, Xin Xing, Kenneth Suslick
Published Online: Mar 19 2015
DOI:10.1002/wics.1350

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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
Visualizing large graphs

Advanced Review
Yifan Hu, Lei Shi
Published Online: Jan 12 2015
DOI:10.1002/wics.1343

Abstract Full article on Wiley Online Library:   HTML | PDF
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
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
Part‐of‐speech tagging

Focus Article
Angel R. Martinez
Published Online: Sep 30 2011
DOI:10.1002/wics.195

Abstract Full article on Wiley Online Library:   HTML | PDF
Statistics, vision, and the analysis of artistic style

Opinion
Daniel J. Graham, James M. Hughes, Helmut Leder, Daniel N. Rockmore
Published Online: Sep 30 2011
DOI:10.1002/wics.197

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
Three‐dimensional stereoscopic plots

Advanced Review
Jürgen Symanzik
Published Online: Aug 30 2011
DOI:10.1002/wics.189

Abstract Full article on Wiley Online Library:   HTML | PDF
Implicit translation

Advanced Review
David Marchette
Published Online: Jul 15 2011
DOI:10.1002/wics.181

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

Overview
Gilbert Harman, Sanjeev R. Kulkarni
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
Response modeling methodology

Advanced Review
Haim Shore
Published Online: Mar 25 2011
DOI:10.1002/wics.151

Abstract Full article on Wiley Online Library:   HTML | PDF
Data mining techniques for information security applications

Advanced Review
Amany Al‐Shawi
Published Online: Mar 14 2011
DOI:10.1002/wics.161

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

Advanced Review
D. M. Reeves, G. M. Jacyna
Published Online: Mar 08 2011
DOI:10.1002/wics.149

Abstract Full article on Wiley Online Library:   HTML | PDF
Transductive confidence machines

Advanced Review
James Rogers
Published Online: Mar 04 2011
DOI:10.1002/wics.154

Abstract Full article on Wiley Online Library:   HTML | PDF
Robustness

Overview
Stephan Morgenthaler
Published Online: Jan 28 2011
DOI:10.1002/wics.144

Abstract Full article on Wiley Online Library:   HTML | PDF
Coping with high dimensionality in massive datasets

Overview
Jon R. Kettenring
Published Online: Jan 07 2011
DOI:10.1002/wics.141

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

Advanced Review
William Szewczyk
Published Online: Nov 11 2010
DOI:10.1002/wics.130

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

Focus Article
Rida E. Moustafa
Published Online: Oct 13 2010
DOI:10.1002/wics.133

Abstract Full article on Wiley Online Library:   HTML | PDF
Discounting older data

Focus Article
Kyle A. Caudle, Gary O. Fowler, Leah R. Jager, David M. Ruth
Published Online: Oct 13 2010
DOI:10.1002/wics.134

Abstract Full article on Wiley Online Library:   HTML | PDF
Wavelet methods

Overview
Piotr Fryzlewicz
Published Online: Sep 29 2010
DOI:10.1002/wics.124

Abstract Full article on Wiley Online Library:   HTML | PDF
BSiZer

Advanced Review
Lasse Holmström
Published Online: Aug 30 2010
DOI:10.1002/wics.115

Abstract Full article on Wiley Online Library:   HTML | PDF
Mondrian

Focus Article
Martin Theus
Published Online: Aug 20 2010
DOI:10.1002/wics.120

Abstract Full article on Wiley Online Library:   HTML | PDF
Pattern recognition

Overview
Petri Koistinen, Lasse Holmström
Published Online: Jul 15 2010
DOI:10.1002/wics.99

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
Natural language processing

Focus Article
Angel R. Martinez
Published Online: May 25 2010
DOI:10.1002/wics.76

Abstract Full article on Wiley Online Library:   HTML | PDF
Tree‐structured classifiers

Focus Article
Wei‐Yin Loh
Published Online: May 25 2010
DOI:10.1002/wics.86

Abstract Full article on Wiley Online Library:   HTML | PDF
Algorithm quasi‐optimal (AQ) learning

Advanced Review
Guido Cervone, Pasquale Franzese, Allen P. K. Keesee
Published Online: Mar 19 2010
DOI:10.1002/wics.78

Abstract Full article on Wiley Online Library:   HTML | PDF
Bigram proximity matrix

Focus Article
Angel R. Martinez
Published Online: Mar 19 2010
DOI:10.1002/wics.67

Abstract Full article on Wiley Online Library:   HTML | PDF
Neural networks

Advanced Review
Michael Titterington
Published Online: Jan 19 2010
DOI:10.1002/wics.50

Abstract Full article on Wiley Online Library:   HTML | PDF
Boosting

Advanced Review
Peter Bühlmann, Bin Yu
Published Online: Jan 19 2010
DOI:10.1002/wics.55

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

Overview
David L. Banks
Published Online: Jan 19 2010
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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