Gene expression profiles based Human cancer diseases classification

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

@InProceedings{Salem:2015:ICENCO,
  author =       "Hanaa Salem and Gamal Attiya and Nawal El-Fishawy",
  booktitle =    "11th International Computer Engineering Conference
                 (ICENCO)",
  title =        "Gene expression profiles based Human cancer diseases
                 classification",
  year =         "2015",
  pages =        "181--187",
  abstract =     "Cancers are a large family of diseases that involve
                 abnormal cell growth with the potential to spread to
                 other parts of the body. A cancer disease in any of its
                 forms represents a major cause of death worldwide. In
                 cancer diagnosis, classification of different tumour
                 types is of the greatest significance. Accuracy for
                 prediction of various tumour types gives better
                 treatment and minimization of toxicity on patients.
                 Accordingly, creating methodologies that can
                 effectively differentiate between cancer subtypes is
                 essential. This paper presents a new methodology to
                 classify Human cancer diseases based on the gene
                 expression profiles. The proposed methodology combines
                 both Information gain (IG) and Deep Genetic Algorithm
                 (DGA). It first uses IG for feature selection, then
                 uses Genetic Algorithm (GA) for feature reduction and
                 finally uses Genetic Programming (GP) for cancer types'
                 classification. The proposed system is evaluated by
                 classifying cancer diseases in seven cancer datasets
                 and the results are compared with most recent
                 approaches.",
  keywords =     "genetic algorithms, genetic programming",
  DOI =          "doi:10.1109/ICENCO.2015.7416345",
  month =        dec,
  notes =        "Communications & Computer Department, Faculty of
                 Engineering, Delta University, Mansoura, Egypt

                 Also known as \cite{7416345}",
}

Genetic Programming entries for Hanaa Salem Gamal Mahrous Ali Attiya Nawal Ahmed El-Fishawy

Citations