You are here

BREAST CANCER DIAGNOSIS USING STATISTICAL NEURAL NETWORKS

Journal Name:

Publication Year:

Abstract (2. Language): 
Breast cancer is the second largest cause of cancer deaths among women. The performance of the statistical neural network structures, radial basis network (RBF), general regression neural network (GRNN) and probabilistic neural network (PNN) are examined on the Wisconsin breast cancer data (WBCD) in this paper. This is a well-used database in machine learning, neural network and signal processing. Statistical neural networks are used to increase the accuracy and objectivity of breast cancer diagnosis.
1149-1153

REFERENCES

References: 

[1] Carlos Andres Pena-Reyes, Moshe
Sipper, A fuzzy-genetic approach to breast
cancer diagnosis, Artificial Intelligence in
Medicine, 131–155, 1999
[2] of the LSA machine, ICONIP A. A.
Albrecht, G. Lappas, S. A.
Vinterbo, C.K. Wong, L. Ohno-Machado, Two
applications 2002.
[3] C. A. Pena-Reyes, M. Sipper, Fuzzy
CoCo: A cooperative coevolutionary approach to
fuzzy modeling, IEEE Transactions on Fuzzy
Systems, 9(5):727-737, 2001.
[4] R. Setiono, Generating concise and
accurate classification rules for breast cancer
diagnosis, Artificial Intelligence in Medicine,
18(3): 205-217, 2000.
[5] J. Zhang, Selecting typical instances in
instance-based learning, Proc. Ninth
International Machine Learning Workshop,
pp. 470-479, Morgan-Kaufmann, 1992.
[6] Newton Cheung, Machine Learning
Techniques for Medical Analysis, Thesis for
the degree of Bachelor of Engineering,
2001.
[7] S. Haykin, Neural Networks: A
Comprehensive Foundation, Mac Millan
College Publishing Company, 1994
[8] Anthony T. C. Goh, Probabilistic neural
network for seismic liquefaction potential,
NRC Research Press Web site, 2002
[9] C. Lu, J. De Brabanter, S. Van Huffel, I.
Vergote, D. Timmerman, Using artificial
neural networks to predict malignancy of
ovarian tumors, 23rd Annual Int. Conf. Of
the IEEE Engineering in Medicine and
Biology Society.

Thank you for copying data from http://www.arastirmax.com