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Online streaming feature selection with incremental feature grouping

Focus Article
Noura Al Nuaimi, Mohammad M. Masud
Published Online: Mar 18 2020
DOI:10.1002/widm.1364

Abstract Full article on Wiley Online Library:   HTML | PDF
A review of mammographic region of interest classification

Advanced Review
Sena B. Yengec Tasdemir, Kasim Tasdemir, Zafer Aydin
Published Online: Feb 18 2020
DOI:10.1002/widm.1357

Abstract Full article on Wiley Online Library:   HTML | PDF
O‐MedAL: Online active deep learning for medical image analysis

Update
Hae Young Noh, Aurélio Campilho, Pei Zhang, Adrian Galdran, Susu Xu, Devesh Walawalkar, Jonathon Fagert, Mostafa Mirshekari, Kartik Khandelwal, Alex Gaudio, Pedro Costa, Asim Smailagic
Published Online: Jan 27 2020
DOI:10.1002/widm.1353

Abstract Full article on Wiley Online Library:   HTML | PDF
An enhanced feature‐based sentiment analysis approach

Focus Article
Nagwa M. K. Saeed, Nivin A. Helal, Nagwa L. Badr, Tarek F. Gharib
Published Online: Dec 20 2019
DOI:10.1002/widm.1347

Abstract Full article on Wiley Online Library:   HTML | PDF
No Free Lunch Theorem for concept drift detection in streaming data classification: A review

Overview
Hanqing Hu, Mehmed Kantardzic, Tegjyot S. Sethi
Published Online: Jul 02 2019
DOI:10.1002/widm.1327

Abstract Full article on Wiley Online Library:   HTML | PDF
Benchmarking in classification and regression

Overview
Frank Hoffmann, Torsten Bertram, Ralf Mikut, Markus Reischl, Oliver Nelles
Published Online: Jun 18 2019
DOI:10.1002/widm.1318

Abstract Full article on Wiley Online Library:   HTML | PDF
Fuzzy trees and forests—Review

Advanced Review
Zenon A. Sosnowski, Łukasz Gadomer
Published Online: Jun 17 2019
DOI:10.1002/widm.1316

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Tunnel crack detection using coarse‐to‐fine region localization and edge detection

Focus Article
Ce Li, Pinjie Xu, Lijinliang Niu, Yuan Chen, Longshuai Sheng, Mingcun Liu
Published Online: Apr 03 2019
DOI:10.1002/widm.1308

Abstract Full article on Wiley Online Library:   HTML | PDF
Machine learning in cybersecurity: A review

Overview
Anand Handa, Ashu Sharma, Sandeep K. Shukla
Published Online: Feb 17 2019
DOI:10.1002/widm.1306

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A data mining application in credit scoring processes of small and medium enterprises commercial corporate customers

Focus Article
Nihan Gulsoy, Sinem Kulluk
Published Online: Jan 25 2019
DOI:10.1002/widm.1299

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Clustering approaches for high‐dimensional databases: A review

Advanced Review
Mamta Mittal, Jasleen K. Sethi, Duraisamy Jude Hemanth, Lalit M. Goyal
Published Online: Jan 23 2019
DOI:10.1002/widm.1300

Abstract Full article on Wiley Online Library:   HTML | PDF
Transforming big data into smart data: An insight on the use of the k‐nearest neighbors algorithm to obtain quality data

Advanced Review
Isaac Triguero, Diego García‐Gil, Jesús Maillo, Julián Luengo, Salvador García, Francisco Herrera
Published Online: Nov 28 2018
DOI:10.1002/widm.1289

Abstract Full article on Wiley Online Library:   HTML | PDF
Facial feature discovery for ethnicity recognition

Focus Article
Cunrui Wang, Qingling Zhang, Wanquan Liu, Yu Liu, Lixin Miao
Published Online: Aug 02 2018
DOI:10.1002/widm.1278

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Deep learning for remote sensing image classification: A survey

Advanced Review
Ying Li, Haokui Zhang, Xizhe Xue, Yenan Jiang, Qiang Shen
Published Online: May 17 2018
DOI:10.1002/widm.1264

Abstract Full article on Wiley Online Library:   HTML | PDF
From shallow feature learning to deep learning: Benefits from the width and depth of deep architectures

Advanced Review
Li‐Na Wang, Xiao Ling, Guoqiang Zhong
Published Online: Mar 28 2018
DOI:10.1002/widm.1255

Abstract Full article on Wiley Online Library:   HTML | PDF
Trained convolutional neural network based on selected beta filters for Arabic letter recognition

Focus Article
Asma ElAdel, Mourad Zaied, Chokri Ben Amar
Published Online: Mar 05 2018
DOI:10.1002/widm.1250

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Ensemble learning: A survey

Advanced Review
Lior Rokach, Omer Sagi
Published Online: Feb 27 2018
DOI:10.1002/widm.1249

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A dynamic‐adversarial mining approach to the security of machine learning

Advanced Review
Tegjyot Singh Sethi, Mehmed Kantardzic, Lingyu Lyu, Jiashun Chen
Published Online: Feb 12 2018
DOI:10.1002/widm.1245

Abstract Full article on Wiley Online Library:   HTML | PDF
Cloud‐based data streams optimization

Focus Article
Mohamed F. Tolba, Nagwa L. Badr, Rasha M. Ismail, Fatma M. Najib
Published Online: Feb 12 2018
DOI:10.1002/widm.1247

Abstract Full article on Wiley Online Library:   HTML | PDF
Evolutionary data mining and applications: A revision on the most cited papers from the last 10 years (2007–2017)

Advanced Review
Rafael Alcalá, María José Gacto, Jesús Alcalá‐Fdez
Published Online: Dec 20 2017
DOI:10.1002/widm.1239

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Anomaly detection by robust statistics

Focus Article
Peter J. Rousseeuw, Mia Hubert
Published Online: Nov 23 2017
DOI:10.1002/widm.1236

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Algorithms for hierarchical clustering: an overview, II

Overview
Fionn Murtagh, Pedro Contreras
Published Online: Sep 04 2017
DOI:10.1002/widm.1219

Abstract Full article on Wiley Online Library:   HTML | PDF
An overview of inference methods in probabilistic classifier chains for multilabel classification

Overview
Deiner Mena, Elena Montañés, José Ramón Quevedo, Juan José Coz
Published Online: Aug 03 2016
DOI:10.1002/widm.1185

Abstract Full article on Wiley Online Library:   HTML | PDF
Classification systems in dynamic environments: an overview

Overview
Felipe Azevedo Pinage, Eulanda Miranda dos Santos, João Manuel Portela da Gama
Published Online: Jul 15 2016
DOI:10.1002/widm.1184

Abstract Full article on Wiley Online Library:   HTML | PDF
Enhancing Iterative Dichotomiser 3 algorithm for classification decision tree

Focus Article
Ayman E. Khedr, Amira M. Idrees, Ahmed I. El Seddawy
Published Online: Feb 18 2016
DOI:10.1002/widm.1177

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Data discretization: taxonomy and big data challenge

Advanced Review
Sergio Ramírez‐Gallego, Salvador García, Héctor Mouriño‐Talín, David Martínez‐Rego, Verónica Bolón‐Canedo, Amparo Alonso‐Betanzos, José Manuel Benítez, Francisco Herrera
Published Online: Nov 24 2015
DOI:10.1002/widm.1173

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Deep learning for sentiment analysis: successful approaches and future challenges

Focus Article
Duyu Tang, Bing Qin, Ting Liu
Published Online: Oct 23 2015
DOI:10.1002/widm.1171

Abstract Full article on Wiley Online Library:   HTML | PDF
A semantic‐based classification and regression tree approach for modelling complex spatial rules in motor vehicle crashes domain

Focus Article
Meysam Effati, Abolghasem Sadeghi‐Niaraki
Published Online: Jun 05 2015
DOI:10.1002/widm.1152

Abstract Full article on Wiley Online Library:   HTML | PDF
Data mining‐based tag recommendation system: an overview

Overview
Subramaniyaswamy Vairavasundaram, Vijayakumar Varadharajan, Indragandhi Vairavasundaram, Logesh Ravi
Published Online: Apr 09 2015
DOI:10.1002/widm.1149

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Generating ensembles of heterogeneous classifiers using Stacked Generalization

Advanced Review
M. Paz Sesmero, Agapito I. Ledezma, Araceli Sanchis
Published Online: Jan 28 2015
DOI:10.1002/widm.1143

Abstract Full article on Wiley Online Library:   HTML | PDF
Multi‐label learning: a review of the state of the art and ongoing research

Overview
Eva Gibaja, Sebastián Ventura
Published Online: Nov 22 2014
DOI:10.1002/widm.1139

Abstract Full article on Wiley Online Library:   HTML | PDF
Swarm‐based metaheuristics in automatic programming: a survey

Overview
Sebastián Ventura, José R. Romero, Juan L. Olmo
Published Online: Oct 27 2014
DOI:10.1002/widm.1138

Abstract Full article on Wiley Online Library:   HTML | PDF
Big Data with Cloud Computing: an insight on the computing environment, MapReduce, and programming frameworks

Overview
Alberto Fernández, Sara del Río, Victoria López, Abdullah Bawakid, María J. del Jesus, José M. Benítez, Francisco Herrera
Published Online: Sep 29 2014
DOI:10.1002/widm.1134

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

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Evolutionary computation for feature selection in classification problems

Advanced Review
Beatriz de la Iglesia
Published Online: Oct 17 2013
DOI:10.1002/widm.1106

Abstract Full article on Wiley Online Library:   HTML | PDF
Topic modeling for expert finding using latent Dirichlet allocation

Focus Article
Saeedeh Momtazi, Felix Naumann
Published Online: Aug 20 2013
DOI:10.1002/widm.1102

Abstract Full article on Wiley Online Library:   HTML | PDF
Incremental association rule mining: a survey

Overview
A. Ghosh, D. K. Bhattacharyya, B. Nath
Published Online: Feb 25 2013
DOI:10.1002/widm.1086

Abstract Full article on Wiley Online Library:   HTML | PDF
Methods and techniques for discovering taxonomies of behavioral process models

Overview
Luigi Pontieri, Antonella Guzzo, Gianluigi Greco, Francesco Folino
Published Online: Feb 07 2013
DOI:10.1002/widm.1081

Abstract Full article on Wiley Online Library:   HTML | PDF
Large‐scale data mining using genetics‐based machine learning

Advanced Review
Xavier Llorà, Jaume Bacardit
Published Online: Jan 09 2013
DOI:10.1002/widm.1078

Abstract Full article on Wiley Online Library:   HTML | PDF
Evolutionary design of decision trees

Overview
Vili Podgorelec, Matej Šprogar, Sandi Pohorec
Published Online: Dec 17 2012
DOI:10.1002/widm.1079

Abstract Full article on Wiley Online Library:   HTML | PDF
Evolutionary design of decision trees for medical application

Advanced Review
Peter Kokol, Sandi Pohorec, Gregor Štiglic, Vili Podgorelec
Published Online: Apr 26 2012
DOI:10.1002/widm.1056

Abstract Full article on Wiley Online Library:   HTML | PDF
An overview of the use of neural networks for data mining tasks

Overview
Frederic Stahl, Ivan Jordanov
Published Online: Apr 18 2012
DOI:10.1002/widm.1052

Abstract Full article on Wiley Online Library:   HTML | PDF
The use of decision trees for cost‐sensitive classification: an empirical study in software quality prediction

Focus Article
Naeem Seliya, Taghi M. Khoshgoftaar
Published Online: Jul 28 2011
DOI:10.1002/widm.38

Abstract Full article on Wiley Online Library:   HTML | PDF
Fuzzy association rule mining framework and its application to effective fuzzy associative classification

Advanced Review
Keivan Kianmehr, Mehmet Kaya, Abdallah M. ElSheikh, Jamal Jida, Reda Alhajj
Published Online: Jun 28 2011
DOI:10.1002/widm.40

Abstract Full article on Wiley Online Library:   HTML | PDF
Mining of protein contact maps for protein fold prediction

Focus Article
Durga Bhavani S, Suvarnavani K, Somdatta Sinha
Published Online: May 25 2011
DOI:10.1002/widm.35

Abstract Full article on Wiley Online Library:   HTML | PDF
Gene expression modular analysis: an overview from the data mining perspective

Overview
Alberto Pascual‐Montano
Published Online: Apr 04 2011
DOI:10.1002/widm.29

Abstract Full article on Wiley Online Library:   HTML | PDF
Applications of tensor (multiway array) factorizations and decompositions in data mining

Overview
Morten Mørup
Published Online: Jan 10 2011
DOI:10.1002/widm.1

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

Advanced Review
Heping Zhang, Minghui Wang, Xiang Chen
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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