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Pregled bibliografske jedinice broj: 1092652

Benchmarking bio-inspired computation algorithms as wrappers for feature selection


Bajer, Dražen; Zorić, Bruno; Dudjak, Mario; Martinović, Goran
Benchmarking bio-inspired computation algorithms as wrappers for feature selection // Acta Electrotechnica et Informatica, 20 (2020), 2; 35-43 doi:10.15546/aeei-2020-0011 (međunarodna recenzija, članak, znanstveni)


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Naslov
Benchmarking bio-inspired computation algorithms as wrappers for feature selection

Autori
Bajer, Dražen ; Zorić, Bruno ; Dudjak, Mario ; Martinović, Goran

Izvornik
Acta Electrotechnica et Informatica (1335-8243) 20 (2020), 2; 35-43

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
bio-inspired computation ; classification ; dimensionality reduction ; feature selection ; wrapper model

Sažetak
Reducing the number of features when applying machine learning algorithms may be beneficial not only from the standpoint of computational cost but also of overall quality. Wrapper-based procedures are widely utilised to achieve this. The choice of the wrapper is of utmost importance. Bio-inspired computation algorithms represent a viable choice and are widely adopted. Due to the sheer number of available algorithms, this choice could prove to be somewhat difficult, especially since not all are made equally. The aim of this paper is to explore several optimisers on diverse datasets representing classification problems in order to evaluate their performance and suitability for the task of feature selection.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekti:
EK-KF-KK.01.1.1.01.0009-1 - Napredne metode i tehnologije u znanosti o podatcima i kooperativnim sustavima - IJ za znanost o podatcima (Lončarić, Sven, EK - KK.01.1.1.01) ( POIROT)

Ustanove:
Fakultet elektrotehnike, računarstva i informacijskih tehnologija Osijek

Profili:

Avatar Url Goran Martinović (autor)

Avatar Url Dražen Bajer (autor)

Avatar Url Bruno Zorić (autor)

Avatar Url Mario Dudjak (autor)

Poveznice na cjeloviti tekst rada:

doi www.aei.tuke.sk

Citiraj ovu publikaciju:

Bajer, Dražen; Zorić, Bruno; Dudjak, Mario; Martinović, Goran
Benchmarking bio-inspired computation algorithms as wrappers for feature selection // Acta Electrotechnica et Informatica, 20 (2020), 2; 35-43 doi:10.15546/aeei-2020-0011 (međunarodna recenzija, članak, znanstveni)
Bajer, D., Zorić, B., Dudjak, M. & Martinović, G. (2020) Benchmarking bio-inspired computation algorithms as wrappers for feature selection. Acta Electrotechnica et Informatica, 20 (2), 35-43 doi:10.15546/aeei-2020-0011.
@article{article, author = {Bajer, Dra\v{z}en and Zori\'{c}, Bruno and Dudjak, Mario and Martinovi\'{c}, Goran}, year = {2020}, pages = {35-43}, DOI = {10.15546/aeei-2020-0011}, keywords = {bio-inspired computation, classification, dimensionality reduction, feature selection, wrapper model}, journal = {Acta Electrotechnica et Informatica}, doi = {10.15546/aeei-2020-0011}, volume = {20}, number = {2}, issn = {1335-8243}, title = {Benchmarking bio-inspired computation algorithms as wrappers for feature selection}, keyword = {bio-inspired computation, classification, dimensionality reduction, feature selection, wrapper model} }
@article{article, author = {Bajer, Dra\v{z}en and Zori\'{c}, Bruno and Dudjak, Mario and Martinovi\'{c}, Goran}, year = {2020}, pages = {35-43}, DOI = {10.15546/aeei-2020-0011}, keywords = {bio-inspired computation, classification, dimensionality reduction, feature selection, wrapper model}, journal = {Acta Electrotechnica et Informatica}, doi = {10.15546/aeei-2020-0011}, volume = {20}, number = {2}, issn = {1335-8243}, title = {Benchmarking bio-inspired computation algorithms as wrappers for feature selection}, keyword = {bio-inspired computation, classification, dimensionality reduction, feature selection, wrapper model} }

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