Communications of the ACM
Machine learning of inductive bias
Machine learning of inductive bias
Genetic programming (videotape): the movie
Genetic programming (videotape): the movie
Handbook of formal languages, vol. 3
On using syntactic constraints with genetic programming
Advances in genetic programming
Genetic programming: an introduction: on the automatic evolution of computer programs and its applications
Machine Learning
Characterizing mildly context-sensitive grammar formalisms
Characterizing mildly context-sensitive grammar formalisms
Mathematical and computational aspects of lexicalized grammars
Mathematical and computational aspects of lexicalized grammars
Grammatical bias for evolutionary learning
Grammatical bias for evolutionary learning
Evolutionary program induction directed by logic grammars
Evolutionary Computation
Search bias, language bias and genetic programming
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
IEEE Transactions on Evolutionary Computation
Developmental evaluation in Genetic Programming: The TAG-based frame work
International Journal of Knowledge-based and Intelligent Engineering Systems - Genetic Programming An Emerging Engineering Tool
Evolving encapsulated programs as shared grammars
Genetic Programming and Evolvable Machines
A survey and taxonomy of performance improvement of canonical genetic programming
Knowledge and Information Systems
Examining mutation landscapes in grammar based genetic programming
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
Developmental evaluation in genetic programming: the preliminary results
EuroGP'06 Proceedings of the 9th European conference on Genetic Programming
Genetic transposition in tree-adjoining grammar guided genetic programming: the duplication operator
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Grammar bias and initialisation in grammar based genetic programming
EuroGP'12 Proceedings of the 15th European conference on Genetic Programming
Sensitive ants are sensible ants
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Evolving the best known approximation to the Q function
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Prioritized grammar enumeration: symbolic regression by dynamic programming
Proceedings of the 15th annual conference on Genetic and evolutionary computation
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In this paper, we introduce a new grammar guided genetic programming system called tree-adjoining grammar guided genetic programming (TAG3P+), where tree-adjoining grammars (TAGs) are used as means to set language bias for genetic programming. We show that the capability of TAGs in handling context-sensitive information and categories can be useful to set a language bias that cannot be specified in grammar guided genetic programming. Moreover, we bias the genetic operators to preserve the language bias during the evolutionary process. The results pace the way towards a better understanding of the importance of bias in genetic programming.