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Behavioral Program Synthesis with Genetic Programming

Genetic programming (GP) is a popular heuristic methodology of program synthesis with origins in evolutionary computation. In this generate-and-test approach, candidate programs are iteratively produced and evaluated. The latter involves running programs on tests, where they exhibit complex behavior...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Krawiec, Krzysztof (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cham : Springer International Publishing : Imprint: Springer, 2016.
Edición:1st ed. 2016.
Colección:Studies in Computational Intelligence, 618
Temas:
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Program Synthesis
  • Limitations of Conventional Program Evaluation
  • The Framework of Behavioral Program Synthesis
  • Behavioral Assessment of Test Difficulty
  • Semantic Genetic Programming
  • Synthesizing Programs with Consistent Execution Traces
  • Pattern-guided Program Synthesis
  • Behavioral Code Reuse
  • Search Drivers
  • Experimental Assessment of Search Drivers
  • Implications of the Behavioral Perspective
  • Future Perspectives.