A Genetically Optimized Neural Network for Classification of Breast Cancer Disease

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@InProceedings{Bhardwaj:2014:BMEI,
  author =       "Arpit Bhardwaj and Aruna Tiwari and 
                 Dharmil Chandarana and Darshil Babel",
  title =        "A Genetically Optimized Neural Network for
                 Classification of Breast Cancer Disease",
  booktitle =    "7th International Conference on Biomedical Engineering
                 and Informatics (BMEI 2014)",
  year =         "2014",
  month =        oct,
  pages =        "693--698",
  keywords =     "genetic algorithms, genetic programming, ANN, SVN",
  DOI =          "doi:10.1109/BMEI.2014.7002862",
  size =         "6 pages",
  abstract =     "In this paper, we propose a new, Genetically Optimised
                 Neural Network (GONN) algorithm, for solving
                 classification problems. We evolve a neural network
                 genetically to optimise its structure for
                 classification. We introduce new crossover and mutation
                 operations which differ from a normal Genetic
                 programming life-cycle to reduce the destructive nature
                 of these operations. We use the GONN algorithm to
                 classify breast cancer tumours as benign or malignant.
                 Accurate classification of a breast cancer tumour is an
                 important task in medical diagnosis. Our algorithm
                 gives better classification accuracy of almost 4percent
                 and 2percent more than a Back Propagation neural
                 network and a Support Vector Machine respectively.",
  notes =        "Discipline of Comput. Sci. & Eng., Indian Inst. of
                 Technol. Indore, Indore, India

                 Also known as \cite{7002862}",
}

Genetic Programming entries for Arpit Bhardwaj Aruna Tiwari Dharmil Chandarana Darshil Babel

Citations