Semantically embedded genetic programming: automated design of abstract program representations

@inproceedings{Krawiec2011SemanticallyEG,
  title={Semantically embedded genetic programming: automated design of abstract program representations},
  author={Krzysztof Krawiec},
  booktitle={GECCO},
  year={2011}
}
We propose an alternative program representation that relies on automatic semantic-based embedding of programs into discrete multidimensional spaces. An embedding imposes a well-structured hypercube topology on the search space, endows it with a semantic-aware neighborhood, and enables convenient search using Cartesian coordinates. The embedding algorithm consists in locality-driven optimization and operates in abstraction from a specific fitness function, improving locality of all possible… CONTINUE READING
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