Publication detail

GRAMMATICAL EVOLUTION FOR CLASSIFICATION INTO MULTIPLE CLASSES

LÝSEK, J. ŠŤASTNÝ, J.

English title

GRAMMATICAL EVOLUTION FOR CLASSIFICATION INTO MULTIPLE CLASSES

Type

book chapter

Language

en

Original abstract

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.

English abstract

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.

Keywords in English

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

Released

01.01.2019

ISBN

978-3-319-97887-1

Book

Recent Advances in Soft Computing

Pages from–to

192–210

Pages count

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",
  month="January",
  pages="192--210",
  isbn="978-3-319-97887-1"
}