A Hybrid Model to Support the Early Diagnosis of Breast Cancer

被引:13
作者
Carvalho, Davi [1 ]
Pinheiro, Placido Rogerio [1 ]
Dantas Pinheiro, Mirian Caliope [1 ]
机构
[1] Univ Fortaleza, Grad Program Appl Informat, Av Washington Soares,1321-B1 J Sl 30, BR-60811905 Fortaleza, Ceara, Brazil
来源
PROMOTING BUSINESS ANALYTICS AND QUANTITATIVE MANAGEMENT OF TECHNOLOGY: 4TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND QUANTITATIVE MANAGEMENT (ITQM 2016) | 2016年 / 91卷
关键词
Breast Cancer; Bayesian Networks; Multicriteria Analysis;
D O I
10.1016/j.procs.2016.07.112
中图分类号
F [经济];
学科分类号
02 ;
摘要
Decision-making is a human behavior aiming at the selection of an alternative from groups of real alternatives. Breast Cancer is top cancer of a woman both in developed and developing the world, furthermore breast cancer is the second most frequent cause of death for women in the United States as well as in Asia. Moreover, the early diagnosis is vital to a treatment with a better chance of success. Multiple variables are involved in the process of diagnosis. This study aims to use a Hybrid model to support the early diagnosis of breast cancer. We have proposed the utilization of a hybrid model structured in methodologies build a Bayesian Network to calculate the condition probability of a given person having breast cancer and to support decision (Multi-Criteria Decision Analysis - MCDA) with the goal to achieve optimal to identify the most influential attributes and have a more accurate result than using Bayesian Network alone. (C) 2016 The Authors. Published by Elsevier B.V.
引用
收藏
页码:927 / 934
页数:8
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