Detail publikačního výsledku

GRAMMATICAL EVOLUTION FOR CLASSIFICATION INTO MULTIPLE CLASSES

LÝSEK, J.; ŠŤASTNÝ, J.

Originální název

GRAMMATICAL EVOLUTION FOR CLASSIFICATION INTO MULTIPLE CLASSES

Anglický název

GRAMMATICAL EVOLUTION FOR CLASSIFICATION INTO MULTIPLE CLASSES

Druh

Kapitola, resp. kapitoly v odborné knize

Originální abstrakt

In this contribution the authors deal with classification problems using an approach based on gram￾matical evolution. The named method is used to create short executable structures which are evolved to classify given input into multiple classes. Resulting structures are usable as computer programs for embedded devices with low computational resources. An universal formula for fitness value calculation of the evolved individual is introduced and an example of planar graphical objects classification in generated image dataset is presented. The presented approach is still applicable for general multi-class classification problems. The results of the proposed method are discussed and examined.

Anglický abstrakt

In this contribution the authors deal with classification problems using an approach based on gram￾matical evolution. The named method is used to create short executable structures which are evolved to classify given input into multiple classes. Resulting structures are usable as computer programs for embedded devices with low computational resources. An universal formula for fitness value calculation of the evolved individual is introduced and an example of planar graphical objects classification in generated image dataset is presented. The presented approach is still applicable for general multi-class classification problems. The results of the proposed method are discussed and examined.

Klíčová slova

grammatical evolution, multiclass classification, fitness function, object recognition, learning

Klíčová slova v angličtině

grammatical evolution, multiclass classification, fitness function, object recognition, learning

Autoři

LÝSEK, J.; ŠŤASTNÝ, J.

Rok RIV

2019

Vydáno

01.01.2019

ISBN

978-3-319-97887-1

Kniha

Recent Advances in Soft Computing

Strany od

192

Strany do

210

Strany počet

19

BibTex

@inbook{BUT151298,
  author="Jiří {Lýsek} and Jiří {Šťastný}",
  title="GRAMMATICAL EVOLUTION FOR CLASSIFICATION INTO MULTIPLE CLASSES",
  booktitle="Recent Advances in Soft Computing",
  year="2019",
  pages="192--210",
  doi="10.1007/978-3-319-97888-8\{_}17",
  isbn="978-3-319-97887-1"
}