• DocumentCode
    2708808
  • Title

    A diagnostic software tool for skin diseases with basic and weighted K-NN

  • Author

    Çataloluk, Hatice ; Kesler, Metin

  • Author_Institution
    Dept. of Comput. Eng., Bilecik Seyh Edebali Univ., Bilecik, Turkey
  • fYear
    2012
  • fDate
    2-4 July 2012
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    In the field of dermatology, to able to make differential diagnosis of erythemato-squamous diseases between each other accurately, is quite significant for the treatment of the disease. Especially the symptoms seen in the early stages of diseases in this group, may be very similar to each other. And this situation makes it difficult to determine accurate diagnosis for patients. Hence this study presents a data mining application for this problem in the medical field. Mentioned software tool in this study is trying to obtain correct diagnosis of erythemato-squamous diseases by using the basic and weighted K-NN algorithms on medical data. In this way, this paper presents a comparison between these two methods by evaluating and presenting the performances of them. Furthermore there is also a comparison between the Euclidean and Manhattan distance measures.
  • Keywords
    data mining; diseases; medical diagnostic computing; patient diagnosis; patient treatment; performance evaluation; skin; Euclidean distance measures; Manhattan distance measures; basic K-NN algorithms; data mining application; dermatology; diagnostic software tool; differential diagnosis; disease treatment; erythemato-squamous diseases; k-nearest neighbour algorithms; medical data; patient diagnosis; performance evaluation; skin diseases; weighted K-NN algorithms; Classification algorithms; Data mining; Diseases; Medical diagnostic imaging; Training; Weight measurement; classification; data mining; erythemato-squamous diseases; health informatics; k nearest neighbour;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Innovations in Intelligent Systems and Applications (INISTA), 2012 International Symposium on
  • Conference_Location
    Trabzon
  • Print_ISBN
    978-1-4673-1446-6
  • Type

    conf

  • DOI
    10.1109/INISTA.2012.6246999
  • Filename
    6246999