This paper presents a technique for incorporating tag-based modularity into tree-based genetic programming systems, demonstrating its benefits on the lawnmower problem but noting challenges on the Boolean even-4-parity problem.
Jul 7, 2012
We present a technique for evolving modular programs with genetic programming using tags to label and refer to code fragments. The tag-based module technique allows for incremental co-evolution of labels and code, scaling well with problem size and performing effectively in complex environments.
Jul 12, 2011
This chapter describes a new approach to names in genetic programming based on Holland’s concept of tags, demonstrating their use in extending the power of genetic programming systems and solving a robot navigation problem.
Jul 6, 2011