Investigating the Use of Geometric Semantic Operators in Vectorial Genetic Programming

2020 ◽  
pp. 52-67
Author(s):  
Irene Azzali ◽  
Leonardo Vanneschi ◽  
Mario Giacobini
Keyword(s):  
Genetic Programming ◽  
Semantic Operators

scholarly journals Controlling Individuals Growth in Semantic Genetic Programming through Elitist Replacement

2016 ◽  
Vol 2016 ◽  
pp. 1-12 ◽  
Author(s):  
Mauro Castelli ◽  
Leonardo Vanneschi ◽  
Aleš Popovič
Keyword(s):  
Genetic Programming ◽  
Real Life ◽  
Large Data ◽  
Data Models ◽  
Test Problems ◽  
Genetic Operators ◽  
Learning Problem ◽  
Error Surface ◽  
Semantic Operators ◽  
Comparable Quality

In 2012, Moraglio and coauthors introduced new genetic operators for Genetic Programming, called geometric semantic genetic operators. They have the very interesting advantage of inducing a unimodal error surface for any supervised learning problem. At the same time, they have the important drawback of generating very large data models that are usually very hard to understand and interpret. The objective of this work is to alleviate this drawback, still maintaining the advantage. More in particular, we propose an elitist version of geometric semantic operators, in which offspring are accepted in the new population only if they have better fitness than their parents. We present experimental evidence, on five complex real-life test problems, that this simple idea allows us to obtain results of a comparable quality (in terms of fitness), but with much smaller data models, compared to the standard geometric semantic operators. In the final part of the paper, we also explain the reason why we consider this a significant improvement, showing that the proposed elitist operators generate manageable models, while the models generated by the standard operators are so large in size that they can be considered unmanageable.

Classification of EEG Signals using Genetic Programming

2017 ◽  
Author(s):  
Marco Antonio Meggiolaro ◽  
Felipe Rebelo Lopes
Keyword(s):  
Genetic Programming ◽  
Eeg Signals
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