DSpace Repository

A comprehensive survey on recent metaheuristics for feature selection

Show simple item record

dc.contributor.author Dokeroglu, Tansel
dc.contributor.author Deniz, Ayça
dc.contributor.author Kiziloz, Hakan Ezgi
dc.date.accessioned 2024-02-07T07:05:05Z
dc.date.available 2024-02-07T07:05:05Z
dc.date.issued 2022-07-14
dc.identifier.citation Dokeroglu, Tansel; Deniz, Ayça; Kiziloz, Hakan E. (2022). "A comprehensive survey on recent metaheuristics for feature selection", Neurocomputing, Vol.494, pp.269-296. tr_TR
dc.identifier.issn 09252312
dc.identifier.uri http://hdl.handle.net/20.500.12416/7124
dc.description.abstract Feature selection has become an indispensable machine learning process for data preprocessing due to the ever-increasing sizes in actual data. There have been many solution methods proposed for feature selection since the 1970s. For the last two decades, we have witnessed the superiority of metaheuristic feature selection algorithms, and tens of new ones are being proposed every year. This survey focuses on the most outstanding recent metaheuristic feature selection algorithms of the last two decades in terms of their performance in exploration/exploitation operators, selection methods, transfer functions, fitness value evaluations, and parameter setting techniques. Current challenges of the metaheuristic feature selection algorithms and possible future research topics are examined and brought to the attention of the researchers as well. tr_TR
dc.language.iso eng tr_TR
dc.relation.isversionof 10.1016/j.neucom.2022.04.083 tr_TR
dc.rights info:eu-repo/semantics/openAccess tr_TR
dc.subject Classification tr_TR
dc.subject Feature Selection tr_TR
dc.subject Machine Learning tr_TR
dc.subject Metaheuristic Algorithms tr_TR
dc.subject Survey tr_TR
dc.title A comprehensive survey on recent metaheuristics for feature selection tr_TR
dc.type article tr_TR
dc.relation.journal Neurocomputing tr_TR
dc.contributor.authorID 234173 tr_TR
dc.identifier.volume 494 tr_TR
dc.identifier.startpage 269 tr_TR
dc.identifier.endpage 296 tr_TR
dc.contributor.department Çankaya Üniversitesi, Mühendislik Fakültesi, Yazılım Mühendisliği Bölümü tr_TR


Files in this item

This item appears in the following Collection(s)

Show simple item record