Title :
Christiansen Grammar Evolution: Grammatical Evolution With Semantics
Author :
Ortega, Alfonso ; De la Cruz, Marina ; Alfonseca, Manuel
Author_Institution :
Departamento de Ingenieria Informatica, Univ. Autonoma de Madrid
Abstract :
This paper describes Christiansen grammar evolution (CGE), a new evolutionary automatic programming algorithm that extends standard grammar evolution (GE) by replacing context-free grammars by Christiansen grammars. GE only takes into account syntactic restrictions to generate valid individuals. CGE adds semantics to ensure that both semantically and syntactically valid individuals are generated. It is empirically shown that our approach improves GE performance and even allows the solution of some problems are difficult to tackle by GE
Keywords :
context-free grammars; evolutionary computation; formal languages; programming language semantics; Christiansen grammar evolution; context-free grammars; evolutionary automatic programming algorithm; formal language; grammatical evolution; semantics; Automata; Automatic programming; Computer languages; Computer science; Educational programs; Formal languages; Genetic algorithms; Helium; Program processors; Turing machines; Automatic programming; formal languages; genetic algorithms (GAs); languages;
Journal_Title :
Evolutionary Computation, IEEE Transactions on
DOI :
10.1109/TEVC.2006.880327