• DocumentCode
    2514544
  • Title

    Evolution of the Probability of an MPM (Multiple Primary Malignancy) after a First Colon Tumor

  • Author

    Cavallo, Alberto ; Dodaro, Concetta ; Renda, Andrea

  • Author_Institution
    Dept. Ing. dell´´Inf., Second Univ. of Napoli, Aversa, Italy
  • fYear
    2009
  • fDate
    1-4 Nov. 2009
  • Firstpage
    252
  • Lastpage
    256
  • Abstract
    Starting from a database containing over 30-years observations on multiple primary malignacies (SEER Program), the most probable tumor following a first colon cancer is determined, based on premises such as sex and age at first diagnosis of the patient. Decision trees and randomized algorithms are used in order to extract significant data from the whole database. Moreover, tree structure varies during the years, hence a dynamic decision tree is obtained by connecting decision trees computed on 5-years patient cohorts. The resulting probability for each district is presented by using a linguistic fuzzy interpolator. Thus, a linguistic tool for second tumor forecasting is obtained.
  • Keywords
    biological organs; cancer; decision trees; fuzzy systems; information retrieval; medical diagnostic computing; medical information systems; tumours; data extraction; dynamic decision tree; first colon tumor; linguistic fuzzy interpolator system; multiple primary malignancy; patient diagnosis; probability; randomized algorithms; second tumor forecasting; Breast neoplasms; Cancer; Colon; Data mining; Databases; Decision trees; Esophagus; Fuzzy systems; Medical diagnostic imaging; Patient monitoring; Decision Trees; Fuzzy Inference Systems; Multiple Primary Malignancy (MPM); System Identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinformatics and Biomedicine, 2009. BIBM '09. IEEE International Conference on
  • Conference_Location
    Washington, DC
  • Print_ISBN
    978-0-7695-3885-3
  • Type

    conf

  • DOI
    10.1109/BIBM.2009.11
  • Filename
    5341793