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
Link To Document :
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