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
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