Reversing Operators for Semantic Backpropagation

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@MastersThesis{Ffrancon,
  author =       "Robyn Ffrancon",
  title =        "Reversing Operators for Semantic Backpropagation",
  school =       "Ecole Polytechnique",
  year =         "2015",
  type =         "Masters in Complex Systems Science",
  address =      "France",
  month =        jun,
  keywords =     "genetic algorithms, genetic programming",
  URL =          "https://www2.warwick.ac.uk/fac/cross_fac/complexity/study/emmcs/outcomes/studentprojects/ffrancon.pdf",
  size =         "60 pages",
  abstract =     "Boolean function synthesis problems have served as
                 some of the most well studied bench-marks within
                 Genetic Programming (GP). Recently, these problems have
                 been addressed using Semantic Backpropagation (SB)
                 which was introduced in GP so as to take into account
                 the semantics (outputs over all fitness cases) of a GP
                 tree at all intermediate states of the program
                 execution, i.e. at each node of the tree. The mappings
                 chosen for reversing the operators used within a GP
                 tree are crucially important to SB. This thesis
                 describes the work done in designing and testing three
                 novel SB algorithms for solving Boolean and Finite
                 Algebra function synthesis problems. These algorithms
                 generally perform significantly better than other well
                 known algorithms on run times and solution sizes.
                 Furthermore, the third algorithms is deterministic, a
                 property which makes it unique within the domain.",
  notes =        "M2 Project part of Center for Complexity Science
                 Erasmus Mundus Masters in Complex Systems
                 https://www2.warwick.ac.uk/fac/cross_fac/complexity/study/emmcs/outcomes/studentprojects/
                 This work was conducted during a 6 month internship at
                 TAO team, INRIA, Saclay, France

                 Supervisor: Marc Schoenauer",
}

Genetic Programming entries for Robyn Ffrancon

Citations