Genetic Programming for Image Classification with Unbalanced Data

Created by W.Langdon from gp-bibliography.bib Revision:1.4524

  title =        "Genetic Programming for Image Classification with
                 Unbalanced Data",
  author =       "Urvesh Bhowan and Mengjie Zhang and Mark Johnston",
  booktitle =    "Proceeding of the 24th International Conference Image
                 and Vision Computing New Zealand, IVCNZ '09",
  year =         "2009",
  month =        "23-25 " # nov,
  pages =        "316--321",
  ISSN =         "2151-2205",
  address =      "Wellington",
  publisher =    "IEEE",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-1-4244-4697-1",
  DOI =          "doi:10.1109/IVCNZ.2009.5378388",
  abstract =     "Image classification methods using unbalanced data can
                 produce results with a performance bias. If the class
                 representing important objects-of-interest is in the
                 minority class, learning methods can produce the
                 deceptive appearance of good looking results while
                 recognition ability on the important minority class can
                 be poor. This paper develops and compares two Genetic
                 Programming (GP) methods for image classification
                 problems with class imbalance. The first focuses on
                 adapting the fitness function in GP to evolve
                 classifiers with good individual class accuracy. The
                 second uses a multi-objective approach to
                 simultaneously evolve a set of classifiers along the
                 trade-off surface representing minority and majority
                 class accuracies. Evaluating our GP methods on two
                 benchmark binary image classification problems with
                 class imbalance, our results show that good solutions
                 were evolved using both GP methods.",
  notes =        "Also known as \cite{5378388}",

Genetic Programming entries for Urvesh Bhowan Mengjie Zhang Mark Johnston