Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
A Representation for the Adaptive Generation of Simple Sequential Programs
Proceedings of the 1st International Conference on Genetic Algorithms
Grammatical Evolution: Evolving Programs for an Arbitrary Language
EuroGP '98 Proceedings of the First European Workshop on Genetic Programming
Grammatical Evolution: Evolutionary Automatic Programming in an Arbitrary Language
Grammatical Evolution: Evolutionary Automatic Programming in an Arbitrary Language
A learning system based on genetic adaptive algorithms
A learning system based on genetic adaptive algorithms
CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
Clone selection programming and its application to symbolic regression
Expert Systems with Applications: An International Journal
Induction machine fault detection using clone selection programming
Expert Systems with Applications: An International Journal
Immune programming models of Cryptosporidium parvum inactivation by ozone and chlorine dioxide
Information Sciences: an International Journal
Nature-Inspired Algorithms for Optimisation
Nature-Inspired Algorithms for Optimisation
Flexible learning of problem solving heuristics through adaptive search
IJCAI'83 Proceedings of the Eighth international joint conference on Artificial intelligence - Volume 1
Information Sciences: an International Journal
Artificial immune system programming for symbolic regression
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
A Field Guide to Genetic Programming
A Field Guide to Genetic Programming
IEEE Transactions on Evolutionary Computation
Learning and optimization using the clonal selection principle
IEEE Transactions on Evolutionary Computation
Grammar-based immune programming
Natural Computing: an international journal
Inferring systems of ordinary differential equations via grammar-based immune programming
ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
Evolving numerical constants in grammatical evolution with the ephemeral constant method
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
| Hi-index | 0.01 |
This paper presents a Grammar-based Immune Programming (GIP) that can evolve programs in an arbitrary language using a clonal selection algorithm. A context-free grammar that defines this language is used to decode candidate programs (antibodies) to a valid representation. The programs are represented by tree data structures as the majority of the program evolution algorithms do. The GIP is applied to symbolic regression problems and the results found show that it is competitive when compared with other algorithms from the literature.