Are neural networks best used to help logistic regression? An example from breast cancer survival analysis

2002 ◽  
Author(s):  
P.J.G. Lisboa ◽  
H. Wong
Keyword(s):  
Breast Cancer ◽  
Neural Networks ◽  
Logistic Regression ◽  
Survival Analysis ◽  
Cancer Survival ◽  
Breast Cancer Survival

scholarly journals A Comparison of Artificial Neural Network and Decision Trees with Logistic Regression as Classification Models for Breast Cancer Survival

2020 ◽  
Vol 5 (6) ◽  
pp. 1170-1190
Author(s):  
Venkateswara Rao Mudunuru ◽  
Leslaw A. Skrzypek
Keyword(s):  
Breast Cancer ◽  
Neural Networks ◽  
Logistic Regression ◽  
Artificial Neural Networks ◽  
Decision Trees ◽  
Cancer Survival ◽  
Breast Cancer Survival ◽  
Classification Models ◽  
Classification Methods ◽  
Artificial Neural

In the field of medicine, several recent studies have shown the value of Artificial Neural Networks, decision trees, logistic regression are playing a major role as the predictor, and classification methods. The research has been expanded to estimate the incidence of breast, lung, liver, ovarian, cervical, bladder and skin cancer. The main aim of this paper is to develop models of logistic regression, Artificial Neural Networks, and Decision trees using the same input and output variables and to compare their success in predicting breast cancer survival in woman. To find the best model for breast cancer survival, the sensitivity and specificity of all these models are measured and evaluated with their respective confidence intervals and the ROC values.

scholarly journals Role of Detection Method in Predicting Breast Cancer Survival: Analysis of Randomized Screening Trials

2005 ◽  
Vol 97 (16) ◽  
pp. 1195-1203 ◽  
Author(s):  
Yu Shen ◽  
Ying Yang ◽  
Lurdes Y. T. Inoue ◽  
Mark F. Munsell ◽  
Anthony B. Miller ◽  
...  
Keyword(s):  
Breast Cancer ◽  
Survival Analysis ◽  
Cancer Survival ◽  
Detection Method ◽  
Breast Cancer Survival ◽  
Screening Trials

scholarly journals Improving Breast Cancer Survival Analysis through Competition-Based Multidimensional Modeling

2013 ◽  
Vol 9 (5) ◽  
pp. e1003047 ◽  
Author(s):  
Erhan Bilal ◽  
Janusz Dutkowski ◽  
Justin Guinney ◽  
In Sock Jang ◽  
Benjamin A. Logsdon ◽  
...  
Keyword(s):  
Breast Cancer ◽  
Survival Analysis ◽  
Cancer Survival ◽  
Breast Cancer Survival ◽  
Multidimensional Modeling

scholarly journals Breast cancer survival analysis in East Azerbaijan: Five year cancer registry data in Iran

2018 ◽  
Vol 29 ◽  
pp. ix6
Author(s):  
S. Pashaei ◽  
R. Dolatkhah ◽  
Z. Sanaat ◽  
P. Jabbaripour ◽  
G.H. de Bock
Keyword(s):  
Breast Cancer ◽  
Survival Analysis ◽  
Cancer Registry ◽  
Cancer Survival ◽  
Breast Cancer Survival ◽  
Registry Data ◽  
Cancer Registry Data ◽  
East Azerbaijan
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