A Knowledge Acquisition Method of Judgment Rules for Spam E-mail by using Self Organizing Map and Automatically Defined Groups by Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InCollection{Ichimura:2010:SOM,
  title =        "A Knowledge Acquisition Method of Judgment Rules for
                 Spam {E-mail} by using Self Organizing Map and
                 Automatically Defined Groups by Genetic Programming",
  author =       "Takumi Ichimura and Kazuya Mera and Akira Hara",
  booktitle =    "Self-Organizing Maps",
  publisher =    "InTech",
  year =         "2010",
  editor =       "George K Matsopoulos",
  chapter =      "24",
  month =        apr,
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-953-307-074-2",
  bibsource =    "OAI-PMH server at www.intechopen.com",
  language =     "eng",
  oai =          "oai:intechopen.com:10468",
  URL =          "http://www.intechopen.com/articles/show/title/a-knowledge-acquisition-method-of-judgment-rules-for-spam-e-mail-by-using-self-organizing-map-and-au",
  DOI =          "doi:10.5772/9177",
  abstract =     "In this paper, we propose a classification method for
                 Spam E-mail based on the results of SpamAssassin. This
                 method can learn patterns of Ham and Spam E-mails.
                 First, SOM can classify many E-mails into the some
                 categories. In this phase, we can see the characters of
                 current received Spam E-mails. Second, ADG can extract
                 the correct judgement rules of Hams misjudged as Spams.
                 However, there are a few cases of Spam misjudged as
                 Ham. In this experiment, ADG makes an over fitting to
                 the characters of Hams. We have met the problems
                 according to the limitation of classification
                 capability by SOM and explosive search in GP using many
                 nodes as shown in T1 Therefore, we improve the proposed
                 method",
  notes =        "http://www.intechopen.com/books/show/title/self-organizing-maps",
  size =         "14 pages",
}

Genetic Programming entries for Takumi Ichimura Kazuya Mera Akira Hara

Citations