Genetic programming is a methodology, widely used in data mining for obtaining the analytic form that describes a given experimental data set. In some cases, genetic programming is complemented by symbolic computations that simplify found expressions. We propose to unify the induction of genetic programming with the deduction of symbolic computations in one genetic algorithm. Our approach was implemented as the .NET library and successfully tested at various data mining problems: function approximation, invariants finding and classification.
Original languageEnglish
Title of host publicationKDIR 2011 - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval
EditorsJ Filipe, A Fred
Place of PublicationPORTUGAL
PublisherInstitute for Systems and Technologies of Information, Control and Communication (INSTICC)
Pages476-479
Number of pages4
ISBN (Print)978-989842579-9
Publication statusPublished - Jan 2011

    WoS ResearchAreas Categories

  • Computer Science, Information Systems
  • Computer Science, Artificial Intelligence
  • Computer Science, Theory & Methods

ID: 37894225