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Exploiting Morphological Conventions for Genetic Reuse (2004)
Kenneth O. Stanley
,
Joseph Reisinger
, and
Risto Miikkulainen
There is a growing consensus among researchers in evolutionary computation that the discovery and separation of genetic modules can make complex structures easier to evolve by restructuring the genotype-phenotype map, and also by allowing genetic material to be reused. Many such systems follow the philosophy that effective reuse can be achieved by first discovering or building useful modules, and then duplicating them in the phenotype after they have been discovered. We believe that the duplication of genetic modules is not the primary evolutionary factor leading to reuse of phenotypic structures. Instead, natural evolution first establishes a
morphological convention
, such as bilateral symmetry, and then exploits that convention as a framework for repetition of phenotypic features.
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Citation:
In
Proceedings of the Genetic and Evolutionary Computation Conference ({GECCO}-2004) Workshop Program
, Berlin, 2004. Springer Verlag.
Bibtex:
@InProceedings{stanley:gecco04ws, title={Exploiting Morphological Conventions for Genetic Reuse}, author={Kenneth O. Stanley and Joseph Reisinger and Risto Miikkulainen}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference ({GECCO}-2004) Workshop Program}, address={Berlin}, publisher={Springer Verlag}, url="http://nn.cs.utexas.edu/?stanley:geccows04", year={2004} }
People
Risto Miikkulainen
Faculty
risto [at] cs utexas edu
Joseph Reisinger
Former Ph.D. Student
joeraii [at] cs utexas edu
Kenneth Stanley
Postdoctoral Alumni
kstanley [at] cs ucf edu
Projects
Leveraging Evolvability in Search
2004 - 2007
Areas of Interest
Evolutionary Computation
Neuroevolution
Reinforcement Learning