Nalazite se na CroRIS probnoj okolini. Ovdje evidentirani podaci neće biti pohranjeni u Informacijskom sustavu znanosti RH. Ako je ovo greška, CroRIS produkcijskoj okolini moguće je pristupi putem poveznice www.croris.hr
izvor podataka: crosbi !

Evaluation and analysis of bio-inspired optimization algorithms for feature selection (CROSBI ID 692005)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Bajer, Dražen ; Zorić, Bruno ; Dudjak, Mario ; Martinović, Goran Evaluation and analysis of bio-inspired optimization algorithms for feature selection // INFORMATICS 2019 PROCEEDINGS / Steingartner, Wiliam ; Korečko, Štefan ; Szakal, Aniko (ur.). Košice, 2019. str. 18-25 doi: 10.1109/Informatics47936.2019.9119256

Podaci o odgovornosti

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

engleski

Evaluation and analysis of bio-inspired optimization algorithms for feature selection

Wrapper-based feature (subset) selection is widely used as an effective means for decreasing the dimensionality of datasets. However, it is not the most efficient approach in terms of computational cost. Hence, the choice of the wrapper is paramount. Ideally, the wrapper should be simple to use and understand, whilst yielding good solutions as fast as possible. Bio-inspired optimisation algorithms are a common choice in that regard, but not all are made equally. This paper investigates a number of optimisers on diverse datasets in order to provide an insight into their efficiency and behaviour with respect to the problem of dimensionality reduction for classification needs. Correspondingly, some guidelines concerning the choice of the wrapper are given.

bio-inspired optimisation ; classification ; dimensionality reduction ; wrapper model

nije evidentirano

nije evidentirano

nije evidentirano

nije evidentirano

nije evidentirano

nije evidentirano

Podaci o prilogu

18-25.

2019.

objavljeno

10.1109/Informatics47936.2019.9119256

Podaci o matičnoj publikaciji

INFORMATICS 2019 PROCEEDINGS

Steingartner, Wiliam ; Korečko, Štefan ; Szakal, Aniko

Košice:

978-1-7281-3178-8

Podaci o skupu

15th International Scientific Conference on Informatics

predavanje

20.11.2019-22.11.2019

Poprad, Slovačka

Povezanost rada

Računarstvo

Poveznice