Off-line Parameter Tuning for Guided Local Search Using Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{Alsheddy:2012:CEC,
  title =        "Off-line Parameter Tuning for Guided Local Search
                 Using Genetic Programming",
  author =       "Abdullah Alsheddy and Michael Kampouridis",
  pages =        "112--116",
  booktitle =    "Proceedings of the 2012 IEEE Congress on Evolutionary
                 Computation",
  year =         "2012",
  editor =       "Xiaodong Li",
  month =        "10-15 " # jun,
  DOI =          "doi:10.1109/CEC.2012.6256155",
  address =      "Brisbane, Australia",
  ISBN =         "0-7803-8515-2",
  keywords =     "genetic algorithms, genetic programming, Heuristics,
                 metaheuristics and hyper-heuristics",
  abstract =     "Guided Local Search (GLS), which is a simple
                 meta-heuristic with many successful applications, has
                 lambda as the only parameter to tune. There has been no
                 attempt to automatically tune this parameter, resulting
                 in a parameterless GLS. Such a result is a very
                 practical objective to facilitate the use of
                 meta-heuristics for end-users (e.g. practitioners and
                 researchers). In this paper, we propose a novel
                 parameter tuning approach by using Genetic Programming
                 (GP). GP is employed to evolve an optimal formula that
                 GLS can use to dynamically compute lambda as a function
                 of instance-dependent characteristics. Computational
                 experiments on the travelling salesman problem
                 demonstrate the feasibility and effectiveness of this
                 approach, producing parameterless formulae with which
                 the performance of GLS is competitive (if not better)
                 than the standard GLS.",
  notes =        "WCCI 2012. CEC 2012 - A joint meeting of the IEEE, the
                 EPS and the IET.",
}

Genetic Programming entries for Abdullah Alsheddy Michael Kampouridis

Citations