It is well-known that the crossover operator plays a very important role in genetic programming (GP). It is also widely admitted that standard crossover is made mostly randomly without semantic information. The lack of semantic information is the main reason that causes destructive effect, generally producing children worse than parents, of standard crossover. Recently, we have proposed a new semantic based crossover for GP, that is called Semantic Aware Crossover (SAC) [26]. It was shown in [26] that SAC outperforms standard crossover (SC) in solving a class of real-value symbolic regression problems. This paper extends [26] by giving some deeper analyses to understand why SAC helps to improve the performance of GP in solving these...
Semantics is a growing area of research in Genetic programming (GP) and refers to the behavioural ou...
6siGeometric semantic operators have recently shown their ability to outperform standard genetic ope...
One justification for the use of crossover operators in Genetic Programming is that the crossover of...
It is well-known that the crossover operator plays a very important role in genetic programming (GP...
We investigate the effects of semantically-based crossover operators in Genetic Programming, applied...
We investigate the effects of semantically-based crossover operators in genetic programming, applied...
Abstract. In this paper, we apply the ideas from [2] to investigate the effect of some semantic base...
Abstract We investigate the effects of semantically-based crossover operators in Ge-netic Programmin...
European Conference on Genetic Programming, Istanbul Turkey, 7-9 April 2010This paper examines the i...
Crossover forms one of the core operations in genetic programming and has been the subject of many d...
Abstract—Research on semantics in Genetic Programming (GP) has increased over the last number of yea...
Research on semantics in Genetic Programming (GP) has increased over the last number of years. Resul...
In this paper we present a new mechanism for studying the impact of subtree crossover in terms of se...
Presented at KSE 2011, The Third International Conference on Knowledge and Systems Engineering, Hano...
7siSince its introduction, Geometric Semantic Genetic Programming (GSGP) has been the inspiration to...
Semantics is a growing area of research in Genetic programming (GP) and refers to the behavioural ou...
6siGeometric semantic operators have recently shown their ability to outperform standard genetic ope...
One justification for the use of crossover operators in Genetic Programming is that the crossover of...
It is well-known that the crossover operator plays a very important role in genetic programming (GP...
We investigate the effects of semantically-based crossover operators in Genetic Programming, applied...
We investigate the effects of semantically-based crossover operators in genetic programming, applied...
Abstract. In this paper, we apply the ideas from [2] to investigate the effect of some semantic base...
Abstract We investigate the effects of semantically-based crossover operators in Ge-netic Programmin...
European Conference on Genetic Programming, Istanbul Turkey, 7-9 April 2010This paper examines the i...
Crossover forms one of the core operations in genetic programming and has been the subject of many d...
Abstract—Research on semantics in Genetic Programming (GP) has increased over the last number of yea...
Research on semantics in Genetic Programming (GP) has increased over the last number of years. Resul...
In this paper we present a new mechanism for studying the impact of subtree crossover in terms of se...
Presented at KSE 2011, The Third International Conference on Knowledge and Systems Engineering, Hano...
7siSince its introduction, Geometric Semantic Genetic Programming (GSGP) has been the inspiration to...
Semantics is a growing area of research in Genetic programming (GP) and refers to the behavioural ou...
6siGeometric semantic operators have recently shown their ability to outperform standard genetic ope...
One justification for the use of crossover operators in Genetic Programming is that the crossover of...