التفاصيل البيبلوغرافية
العنوان: |
Control of Bloat in Genetic Programming by Means of the Island Model |
المؤلفون: |
Fernández de Vega, Francisco, Galeano Gil, German, Gómez Pulido, Juan Antonio, Guisado Lízar, José Luís |
المساهمون: |
Universidad de Sevilla. Departamento de Arquitectura y Tecnología de Computadores |
بيانات النشر: |
Springer |
سنة النشر: |
2018 |
المجموعة: |
idUS - Deposito de Investigación Universidad de Sevilla |
الوصف: |
This paper presents a new proposal for reducing bloat in Genetic Programming. This proposal is based in a well-known parallel evolutionary model: the island model. We firstly describe the theoretical motivation for this new approach to the bloat problem, and then we present a set of experiments that gives us evidence of the findings extracted from the theory. The experiments have been performed on a representative problem extracted from the GP field: the even parity 5 problem. We analyse the evolution of bloat employing different settings for the parameters employed. The conclusion is that the Island Model helps to prevent the bloat phenomenon. |
نوع الوثيقة: |
conference object |
اللغة: |
English |
Relation: |
PPSN 2004: 8th International Conference on Parallel Problem Solving from Nature (2004), p 263-271; https://link.springer.com/chapter/10.1007/978-3-540-30217-9_27; Berlín; https://idus.us.es/handle//11441/73954 |
الاتاحة: |
https://idus.us.es/handle//11441/73954 |
Rights: |
Atribución-NoComercial-SinDerivadas 3.0 Estados Unidos de América ; http://creativecommons.org/licenses/by-nc-nd/4.0/ ; info:eu-repo/semantics/openAccess |
رقم الانضمام: |
edsbas.AFF64C3E |
قاعدة البيانات: |
BASE |