Learning in Stages: A Layered Learning Approach for Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.4394

  author =       "Thi Hien Nguyen and Xuan Hoai Nguyen",
  title =        "Learning in Stages: A Layered Learning Approach for
                 Genetic Programming",
  booktitle =    "IEEE International Conference on Computing and
                 Communication Technologies, Research, Innovation, and
                 Vision for the Future (RIVF 2012)",
  year =         "2012",
  month =        "27 " # feb # "-1 " # mar,
  size =         "4 pages",
  abstract =     "In this paper, we propose a new layered learning
                 approach for Genetic Programming (GP), called GPLL. Our
                 new GPLL is an extension of the earlier work in [8]
                 incorporating theoretically and experimentally founded
                 components derived from progressive sampling (PS). This
                 new version of GPLL is tested and compared with
                 standard GP on three real-world problems. Tuned for
                 computational efficiency, it is able to demonstrate
                 very substantial reductions in computational cost for
                 relatively small (and generally non-significant)
                 reductions in generalisation accuracy. At the other
                 extreme, computational costs are still substantially
                 less than for GP, while generalisation accuracies are
                 consistently slightly better.",
  keywords =     "genetic algorithms, genetic programming, computational
                 cost, computational efficiency, generalisation
                 accuracy, layered learning approach, progressive
                 sampling, real-world problems, learning (artificial
  DOI =          "doi:10.1109/rivf.2012.6169838",
  notes =        "UCI Concrete compressive strength. StatLib Pollen.
                 StatLib census. Run time.

                 Also known as \cite{6169838}",

Genetic Programming entries for Nguyen Thi Hien Nguyen Xuan Hoai