Master'sOpen Access

Göğüs kanserine etki eden faktörlerin bulanık bilişsel haritalama ile modellenmesi

2013
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Advisor: Doç. Yıldız Esra Albayrak

Abstract (EN)

Cancer is the most important health problems nowadays. Due to the frequent occurrence and high level of fatality, it was ranked four among known cause of death in 1970?s but now it is ranked second after the cardiovascular disease. Overall breast cancer mortality declined 2.3% annually between 1990 and 2001 because of advances in awareness, detection, protection and treatment. However it is well known that breast cancer has expensive treatment also needs to use of limited resources. All of these bring burden on not only patients but also government. Thus originating strategies against breast cancer prevention, protection and treatment have crucial value. In this study, we propose Fuzzy Cognitive Map (FCM) model that can help breast cancer oncologists to better identify and evaluate the weights of modifiable and non-modifiable factors that are contributing to the occurrence of breast cancer in their patients. In that paper we will focus on preventive and protective actions. The results of the FCM will allow better understanding several root causes, thus oncologists can improve their prevention and protection recommendation. There is no comprehensive model is available to serve this purpose yet. Medical decision systems are complex systems that can be decomposed to non-related and related subsystems and elements, where many factors have to be taken into consideration that may be complementary, contradictory, and competitive; these factors influence each other and determine the overall clinical decision with a different degree. Thus, FCMs are suitable for medical decision support systems. In this paper we combined the opinions of the breast cancer experts with the help of FCM and main risk factors are put in order then relation among these factors are brought out. Then preventive and protective actions against Breast cancer will be proposed. This thesis is organized as follows: The next chapter presents an overwiev to breast cancer and reviews the modifiable and non modifiable risk factors for breast cancer. In chapter 3, the base concepts of FCM are defined. In the study, for the construction of Fuzzy Cognitive Map (FCM), experts based method is used. Chapter 4 presents the construction process of FCM. The basic definitions of FCM, such as three main steps to create FCM, the construction of Initial Matrix of Supporting, Aggregated Matrix of Supporting Factors and lastly Weight Matrix of Supporting Factors, are described. In chapter 5, the application of FCM to breast cancer risk factors is done to indicate casual relatonship and generate the weights of factors. To construct casual relationship, the mapping of linguistic terms to numerical values is used. Centre of Gravity method and experts approach is determined in Weigth Matrix of Breast Cancer Risk Factors. Chapter 6 presents a scenario analysis to propose the preventive and protective actions against breast cancer. The study is concluded in Chapter7. Keywords: Medical Decision System, Breast Cancer, Fuzzy Cognitive Map

Author

Dr. Ayşegül Büyükavcu

How to Cite

Ayşegül Büyükavcu (Master Thesis). Göğüs kanserine etki eden faktörlerin bulanık bilişsel haritalama ile modellenmesi, 2013, Galatasaray University.

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