A Dynamic Programming Approach to Individual Initialization in Genetic Programming

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F15%3A10319394" target="_blank" >RIV/00216208:11320/15:10319394 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/SMC.2015.307" target="_blank" >http://dx.doi.org/10.1109/SMC.2015.307</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/SMC.2015.307" target="_blank" >10.1109/SMC.2015.307</a>

Result language
angličtina
Original language name
A Dynamic Programming Approach to Individual Initialization in Genetic Programming
Original language description
In this paper we present a new initialization method for genetic programming based on randomized exhaustive enumeration. It naturally enables complete sharing of subtrees among individuals which in turn allows an efficient reuse of computations. Moreover, it can be implemented as a random one-pass initialization. We present experimental results on different instances of simple symbolic regression exploring the landscape of possible initializations based on our approach and confirming the usability of these initializations.
Czech name
—
Czech description
—

Project
—
Continuities
S - Specificky vyzkum na vysokych skolach<br>I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Publication year
2015
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Systems, Man, and Cybernetics (SMC), 2015 IEEE International Conference on
ISBN
978-1-4799-8697-2
ISSN
—
e-ISSN
—
Number of pages
6
Pages from-to
1752-1757
Publisher name
IEEE
Place of publication
Neuveden
Event location
Kowloon, Hong Kong
Event date
Oct 9, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
—

Similar results(10)