A review of feature selection techniques in bioinformatics

Y Saeys, I Inza, P Larranaga - bioinformatics, 2007 - academic.oup.com
… cases even the necessity of applying feature selection techniques. Therefore, we provide
an overview of the different feature selection techniques for classification: we illustrate them by …

A literature review of feature selection techniques and applications: Review of feature selection in data mining

S Visalakshi, V Radha - 2014 IEEE international conference on …, 2014 - ieeexplore.ieee.org
… concepts instruct us, to pick a subset of features or catalog of … of feature selection, various
criterions of feature selection … and address the issues and challenges of feature selection. …

Robust feature selection using ensemble feature selection techniques

Y Saeys, T Abeel, Y Van de Peer - … 15-19, 2008, Proceedings, Part II 19, 2008 - Springer
feature subsets than a single feature selection technique. In addition, we also investigate the
effect of ensemble feature selection techniques on … rise to a new model selection strategy. …

A survey on feature selection methods

G Chandrashekar, F Sahin - Computers & electrical engineering, 2014 - Elsevier
… We also apply some of the feature selection techniques on … briefly other feature selection
techniques for unsupervised … the stability of the feature selection algorithms followed by Section …

A survey of feature selection techniques

B Chizi, L Rokach, O Maimon - Encyclopedia of Data Warehousing …, 2009 - igi-global.com
techniques and approaches for feature selection. The aim of any feature selector is to
identify features in the data-set as important, and discard any other feature as irrelevant and …

A feature selection technique for classificatory analysis

A Ahmad, L Dey - Pattern Recognition Letters, 2005 - Elsevier
feature selection technique using conditional-probability-based significance measures for
features… In this paper we have proposed a feature selection technique, in which features are …

[HTML][HTML] A review of feature selection and its methods

B Venkatesh, J Anuradha - Cybernetics and information technologies, 2019 - sciendo.com
Feature Selection (FS) and Feature Extraction (FE). This paper focuses on a survey of feature
selection … So, feature selection techniques are essential for selecting the relevant subset of …

Feature selection: A data perspective

J Li, K Cheng, S Wang, F Morstatter… - ACM computing …, 2017 - dl.acm.org
feature selection repository that consists of most of the popular feature selection algorithms
(http://featureselection.asu.… that use deep learning techniques for feature selection. We briefly …

Comparative study of techniques for large-scale feature selection

FJ Ferri, P Pudil, M Hatef, J Kittler - Machine intelligence and pattern …, 1994 - Elsevier
… the apphcability of these techniques to high di mensional problems of feature selection. The
aim is to establish whether the properties inferred for these techniques from medium scale …

Effects of dataset characteristics on the performance of feature selection techniques

D Oreski, S Oreski, B Klicek - Applied Soft Computing, 2017 - Elsevier
feature selection techniques, none of this research has examined the intrinsic relationship
between dataset characteristics and a feature selection technique’s … of feature selection. To …