• DocumentCode
    146440
  • Title

    Performance evaluation of different techniques in the context of data mining- A case of an eye disease

  • Author

    Agarwal, Yuvraj ; Pandey, Hari Mohan

  • Author_Institution
    CSE Dept., Amity Univ., Noida, India
  • fYear
    2014
  • fDate
    25-26 Sept. 2014
  • Firstpage
    72
  • Lastpage
    76
  • Abstract
    This paper presents a comparative analysis of optimization techniques in the context of data mining. We have considered eye disease problems and recommendation of respective lenses. The optimization in data mining plays a fundamental role for the extraction of patterns or knowledge in minimum time. We have studied and implemented three optimization techniques such as fuzzy logic based approach, neural network based approach (perceptron based and Back-propagation based). For the experimentation purpose data from eye clinic are collected to understand the appropriate disease and recommend the type of lenses for patient. The paper also covers the analysis observations and discussions based on the obtained results.
  • Keywords
    backpropagation; data mining; diseases; eye; fuzzy logic; medical computing; optimisation; perceptrons; performance evaluation; backpropagation based approach; data mining; eye clinic; eye disease problem; fuzzy logic based approach; knowledge extraction; lenses; neural network based approach; optimization techniques; perceptron based approach; performance evaluation; Context; Data mining; Fuzzy logic; Lenses; MATLAB; Neural networks; Optimization; Back propagation; Data mining; KDD; fuzzy logic; neural networks; optimization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Confluence The Next Generation Information Technology Summit (Confluence), 2014 5th International Conference -
  • Conference_Location
    Noida
  • Print_ISBN
    978-1-4799-4237-4
  • Type

    conf

  • DOI
    10.1109/CONFLUENCE.2014.6949239
  • Filename
    6949239