Grammar-based genetic programming: a survey

RI McKay, NX Hoai, PA Whigham, Y Shan… - … and Evolvable Machines, 2010 - Springer
Grammar formalisms are one of the key representation structures in Computer Science. So it
is not surprising that they have also become important as a method for formalizing …

Ponyge2: Grammatical evolution in python

M Fenton, J McDermott, D Fagan… - Proceedings of the …, 2017 - dl.acm.org
Grammatical Evolution (GE) is a population-based evolutionary algorithm, where a formal
grammar is used in the genotype to phenotype mapping process. PonyGE2 is an open …

[图书][B] Natural computing algorithms

A Brabazon, M O'Neill, S McGarraghy - 2015 - Springer
The field of natural computing has been the focus of a substantial research effort in recent
decades. One particular strand of this concerns the development of computational …

Evolving levels for super mario bros using grammatical evolution

N Shaker, M Nicolau, GN Yannakakis… - … IEEE Conference on …, 2012 - ieeexplore.ieee.org
This paper presents the use of design grammars to evolve playable 2D platform levels
through grammatical evolution (GE). Representing levels using design grammars allows …

Contrasting meta-learning and hyper-heuristic research: the role of evolutionary algorithms

GL Pappa, G Ochoa, MR Hyde, AA Freitas… - … and Evolvable Machines, 2014 - Springer
The fields of machine meta-learning and hyper-heuristic optimisation have developed
mostly independently of each other, although evolutionary algorithms (particularly genetic …

Modular grammatical evolution for the generation of artificial neural networks

K Soltanian, A Ebnenasir, M Afsharchi - Evolutionary computation, 2022 - direct.mit.edu
This article presents a novel method, called Modular Grammatical Evolution (MGE), toward
validating the hypothesis that restricting the solution space of NeuroEvolution to modular …

GESwarm: Grammatical evolution for the automatic synthesis of collective behaviors in swarm robotics

E Ferrante, E Duéñez-Guzmán, AE Turgut… - Proceedings of the 15th …, 2013 - dl.acm.org
In this paper we propose GESwarm, a novel tool that can automatically synthesize collective
behaviors for swarms of autonomous robots through evolutionary robotics. Evolutionary …

gramEvol: Grammatical evolution in R

F Noorian, AM de Silva, PHW Leong - Journal of Statistical Software, 2016 - jstatsoft.org
We describe an R package which implements grammatical evolution (GE) for automatic
program generation. By performing an unconstrained optimization over a population of R …

SGE: a structured representation for grammatical evolution

N Lourenço, FB Pereira, E Costa - … , EA 2015, Lyon, France, October 26-28 …, 2016 - Springer
Abstract This paper introduces Structured Grammatical Evolution, a new genotypic
representation for Grammatical Evolution, where each gene is explicitly linked to a non …

Examining the" best of both worlds" of grammatical evolution

PA Whigham, G Dick, J Maclaurin… - Proceedings of the 2015 …, 2015 - dl.acm.org
Grammatical Evolution (GE) has a long history in evolutionary computation. Central to the
behaviour of GE is the use of a linear representation and grammar to map individuals from …