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%2F67985807%3A_____%2F15%3A00457016" target="_blank" >RIV/67985807:_____/15:00457016 - 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 sub trees 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
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Project
<a href="/en/project/GA15-18108S" target="_blank" >GA15-18108S: Model complexity of neural, radial, and kernel networks</a><br>
Continuities
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
Proceedings of The 2015 IEEE International Conference on Systems, Man and Cybernetics
ISBN
978-1-4799-8696-5
ISSN
—
e-ISSN
—
Number of pages
6
Pages from-to
1752-1757
Publisher name
IEEE
Place of publication
Los Alamitos
Event location
Hong Kong
Event date
Oct 9, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000368940201139

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