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Subgroup identification for precision medicine: A comparative review of 13 methods

Advanced Review
Wei‐Yin Loh, Luxi Cao, Peigen Zhou
Published Online: Jun 09 2019
DOI:10.1002/widm.1326

Abstract Full article on Wiley Online Library:   HTML | PDF
A comprehensive survey of error measures for evaluating binary decision making in data science

Overview
Frank Emmert‐Streib, Salisou Moutari, Matthias Dehmer
Published Online: Feb 08 2019
DOI:10.1002/widm.1303

Abstract Full article on Wiley Online Library:   HTML | PDF
Hyperparameters and tuning strategies for random forest

Advanced Review
Philipp Probst, Marvin N. Wright, Anne‐Laure Boulesteix
Published Online: Jan 28 2019
DOI:10.1002/widm.1301

Abstract Full article on Wiley Online Library:   HTML | PDF
Model‐based clustering and classification of functional data

Advanced Review
Hien D. Nguyen, Faicel Chamroukhi
Published Online: Jan 18 2019
DOI:10.1002/widm.1298

Abstract Full article on Wiley Online Library:   HTML | PDF
Survey on establishing the optimal number of factors in exploratory factor analysis applied to data mining

Advanced Review
Laszlo Barna Iantovics, Corina Rotar, Florica Morar
Published Online: Dec 04 2018
DOI:10.1002/widm.1294

Abstract Full article on Wiley Online Library:   HTML | PDF
There and back again: Outlier detection between statistical reasoning and data mining algorithms

Overview
Arthur Zimek, Peter Filzmoser
Published Online: Aug 20 2018
DOI:10.1002/widm.1280

Abstract Full article on Wiley Online Library:   HTML | PDF
On the accuracy of linear regression routines in some data mining packages

Focus Article
B. D. McCullough, Taha Mokfi, Mahsa Almaeenejad
Published Online: Aug 03 2018
DOI:10.1002/widm.1279

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Model selection and error estimation without the agonizing pain

Advanced Review
Luca Oneto
Published Online: Mar 22 2018
DOI:10.1002/widm.1252

Abstract Full article on Wiley Online Library:   HTML | PDF
Practical and theoretical aspects of mixture‐of‐experts modeling: An overview

Overview
Hien D. Nguyen, Faicel Chamroukhi
Published Online: Feb 13 2018
DOI:10.1002/widm.1246

Abstract Full article on Wiley Online Library:   HTML | PDF
An introduction to Majorization‐Minimization algorithms for machine learning and statistical estimation

Advanced Review
Hien D. Nguyen
Published Online: Feb 09 2017
DOI:10.1002/widm.1198

Abstract Full article on Wiley Online Library:   HTML | PDF
Mining data with random forests: current options for real‐world applications

Focus Article
Andreas Ziegler, Inke R. König
Published Online: Dec 23 2013
DOI:10.1002/widm.1114

Abstract Full article on Wiley Online Library:   HTML | PDF
Analytical strategies for estimating suppressed and missing data in large regional and local employment, population, and transportation databases

Advanced Review
Jean‐Michel Guldmann
Published Online: Jul 09 2013
DOI:10.1002/widm.1095

Abstract Full article on Wiley Online Library:   HTML | PDF
Bayesian treed response surface models

Focus Article
Hugh Chipman, Edward I. George, Robert B. Gramacy, Robert McCulloch
Published Online: Jul 09 2013
DOI:10.1002/widm.1094

Abstract Full article on Wiley Online Library:   HTML | PDF
Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics

Overview
Anne‐Laure Boulesteix, Silke Janitza, Jochen Kruppa, Inke R. König
Published Online: Oct 18 2012
DOI:10.1002/widm.1072

Abstract Full article on Wiley Online Library:   HTML | PDF
Knowledge discovery interestingness measures based on unexpectedness

Advanced Review
Kleanthis‐Nikolaos Kontonasios, Eirini Spyropoulou, Tijl De Bie
Published Online: Jun 22 2012
DOI:10.1002/widm.1063

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

Focus Article
Michael R. Chernick
Published Online: Apr 18 2012
DOI:10.1002/widm.1054

Abstract Full article on Wiley Online Library:   HTML | PDF
Experimental design

Focus Article
J. P. Morgan, Xinwei Deng
Published Online: Jan 30 2012
DOI:10.1002/widm.1046

Abstract Full article on Wiley Online Library:   HTML | PDF
Filtered‐top‐k association discovery

Opinion
Geoffrey I. Webb
Published Online: Apr 05 2011
DOI:10.1002/widm.28

Abstract Full article on Wiley Online Library:   HTML | PDF
Outlier detection

Focus Article
Xiaogang Su, Chih‐Ling Tsai
Published Online: Mar 09 2011
DOI:10.1002/widm.19

Abstract Full article on Wiley Online Library:   HTML | PDF
The use of classification trees for bioinformatics

Advanced Review
Xiang Chen, Minghui Wang, Heping Zhang
Published Online: Jan 06 2011
DOI:10.1002/widm.14

Abstract Full article on Wiley Online Library:   HTML | PDF
Classification and regression trees

Overview
Wei‐Yin Loh
Published Online: Jan 06 2011
DOI:10.1002/widm.8

Abstract Full article on Wiley Online Library:   HTML | PDF

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