Multiple Instance Learning with Genetic Programming for Web Mining

Created by W.Langdon from gp-bibliography.bib Revision:1.4208

  author =       "Amelia Zafra and Sebastian Ventura and 
                 Enrique Herrera-Viedma and Cristobal Romero",
  title =        "Multiple Instance Learning with Genetic Programming
                 for Web Mining",
  booktitle =    "Proceedings of the 9th International Work-Conference
                 on Artificial Neural Networks, IWANN 2007",
  year =         "2007",
  editor =       "Francisco Sandoval Hern{\'a}ndez and 
                 Alberto Prieto and Joan Cabestany and Manuel Gra{\~n}a",
  volume =       "4507",
  series =       "Lecture Notes in Computer Science",
  pages =        "919--927",
  address =      "San Sebasti{\'a}n, Spain",
  month =        jun # " 20-22",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-3-540-73006-4",
  DOI =          "doi:10.1007/978-3-540-73007-1_111",
  size =         "9 pages",
  abstract =     "The aim of this paper is to present a new tool of
                 multiple instance learning which is designed using a
                 grammar based genetic programming (GGP) algorithm. We
                 study its application in Web Mining framework to
                 identify web pages interesting for the users. This new
                 tool called GGP-MI algorithm is evaluated and compared
                 with other available algorithms which extend a
                 well-known neighborhood based algorithm (k-nearest
                 neighbour algorithm) to multiple instance learning.
                 Computational experiments show that, the GGP-MI
                 algorithm obtains competitive results, solves problems
                 of other algorithms, such as sparsity and scalability
                 and adds comprehensibility and clarity in the knowledge
                 discovery process.",
  notes =        "Computational and Ambient Intelligence",
  bibdate =      "2007-09-29",
  bibsource =    "DBLP,

Genetic Programming entries for Amelia Zafra Gomez Sebastian Ventura Enrique Herrera Viedma Cristobal Romero Morales