Lazy Learning for Multi-class Classification Using Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.4192

  author =       "Hajira Jabeen and Abdul Rauf Baig",
  title =        "Lazy Learning for Multi-class Classification Using
                 Genetic Programming",
  booktitle =    "7th International Conference on Advanced Intelligent
                 Computing Theories and Applications, with Aspects of
                 Artificial Intelligence (ICIC 2011)",
  year =         "2011",
  editor =       "De-Shuang Huang and Yong Gan and Phalguni Gupta and 
                 M. Michael Gromiha",
  volume =       "6839",
  series =       "Lecture Notes in Computer Science",
  pages =        "177--182",
  address =      "Zhengzhou, China",
  month =        aug # " 11-14",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-3-642-25943-2",
  DOI =          "doi:10.1007/978-3-642-25944-9_23",
  size =         "6 pages",
  abstract =     "In this paper we have proposed a lazy learning
                 mechanism for multiclass classification using genetic
                 programming. This method is an improvement of
                 traditional binary decomposition method for multiclass
                 classification. We train classifiers for individual
                 classes for a certain number of generations. Individual
                 trained classifiers for each class are combined in a
                 single chromosome. A population of such chromosomes is
                 created and evolved further. This method suppresses the
                 conflicting situations common in binary decomposition
                 method. The proposed lazy learning method has performed
                 better than traditional binary decomposition method
                 over five benchmark datasets taken from UCI ML
  notes =        "Revised Selected Papers. Published 2012",
  affiliation =  "Iqra University, 5 H-9/1, Islamabad, Pakistan",
  bibdate =      "2012-01-05",
  bibsource =    "DBLP,

Genetic Programming entries for Hajira Jabeen Abdul Rauf Baig