Geometric Differential Evolution on the Space of Genetic Programs

Moraglio A., Silva S.

13th European Conference on Genetic Programming, İstanbul, Türkiye, 7 - 09 Nisan 2010, cilt.6021, ss.171-173 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası: 6021
  • Basıldığı Şehir: İstanbul
  • Basıldığı Ülke: Türkiye
  • Sayfa Sayıları: ss.171-173
  • İstanbul Teknik Üniversitesi Adresli: Hayır

Özet

Geometric Differential Evolution (GDE) is a very recently introduced formal generalization of traditional Differential Evolution (DE) that can be used to derive specific GDE for both continuous and combinatorial spaces retaining the same geometric interpretation of the dynamics of the DE search across representations. in this paper, we derive formally a specific GDE for the space of genetic programs. The result is a Differential Evolution algorithm searching the space of genetic programs by acting directly on their tree representation. We present experimental results for the new algorithm.