Directly Evolving Classifiers for Missing Data using Genetic Programming

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

  author =       "Cao Truong Tran and Mengjie Zhang and Peter Andreae",
  title =        "Directly Evolving Classifiers for Missing Data using
                 Genetic Programming",
  booktitle =    "Proceedings of 2016 IEEE Congress on Evolutionary
                 Computation (CEC 2016)",
  year =         "2016",
  editor =       "Yew-Soon Ong",
  pages =        "5278--5285",
  address =      "Vancouver",
  month =        "24-29 " # jul,
  publisher =    "IEEE Press",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-1-5090-0623-6",
  DOI =          "doi:10.1109/CEC.2016.7748361",
  abstract =     "Missing values are a common issue in many industrial
                 and real-world datasets. Coping with datasets
                 containing missing values is an important requirement
                 for classification because inadequate treatment of
                 missing values may result in large errors on
                 classification. Genetic programming (GP) has been
                 successfully used to evolve classifiers, but it has
                 been applied mainly to complete data. This paper
                 proposes IGP, a GP method for directly evolving
                 classifiers for missing data. In order to directly
                 evolve classifiers for missing data, IGP uses interval
                 functions as the GP function set and builds a set of
                 classifiers for each classification problem.
                 Experiments on 10 benchmark datasets compared IGP with
                 five other classifiers on classification performance.
                 Experimental results showed that, in most cases, IGP
                 achieves significantly better classification accuracy
                 than the other methods.",
  notes =        "WCCI2016",

Genetic Programming entries for Cao Truong Tran Mengjie Zhang Peter Andreae