EN
CLASSIFICATION OF BREAST MASSES USING ANFIS-BASED FUZZY ALGORITHMS: A COMPARATIVE STUDY
Abstract
This study aims to produce a diagnosis system for breast masses related to breast cancer. The dataset consisting of 60 digital mammograms is acquired from Istanbul University Faculty of Medicine Hospital. 78 masses in the mammograms are extracted manually for this study by the experts. It is a fuzzy based comperative study of malignant-benign classification for breast masses which has the accuracy of 74.36% with k-means and 93.75% with ANFIS based fuzzy c-means and subtractive clustering.
Keywords
References
- In-Sung J., Devinder T. and Wang G.N. Neural Network Based Algorithms for diagnosis and classification of breast canser tumor. Department of Industrial and Information Engineerin, Ajou University, South Korea, 2011.
- Gorgel P. , “Cancer Region diagnosis of 2-dimensional mammographic data using image processing techniques”, İstanbul University, The Institute of Sciences, Computer Engineering Department, PhD thesis, 2011.
- DUNN, J.C., 1974, A Fuzyy Relative of ISODATA Process and Its Use in Detecting Compact, Well Separated Clusters, Journ., Cybern., 3, 95-104.
- BEZDEK, J.C., 1981, “Pattern Recognition with Fuzzy Objective Function Algorithms”, Plenum Press, New York. Hongxing, L. et al. 2001. Fuzzy Neural Intelligent System, Mathematical Foundation and the Application in Engineering. CRC Press LLC.
- SUGENO, M., 1977, "Fuzzy measures and fuzzy integrals: a survey," (M.M. GUPTA, G. N. SARIDIS, and B.R. GAINES, editors) Fuzzy Automata and Decision Processes, pp. 89-102, North-Holland, NY.
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Details
Primary Language
English
Subjects
-
Journal Section
-
Publication Date
September 2, 2013
Submission Date
September 2, 2013
Acceptance Date
-
Published in Issue
Year 2013 Volume: 13 Number: 1
APA
Görgel, P., Sertbas, A., & Turusbekova, A. (2013). CLASSIFICATION OF BREAST MASSES USING ANFIS-BASED FUZZY ALGORITHMS: A COMPARATIVE STUDY. IU-Journal of Electrical & Electronics Engineering, 13(1), 1605-1611. https://izlik.org/JA99WN22UT
AMA
1.Görgel P, Sertbas A, Turusbekova A. CLASSIFICATION OF BREAST MASSES USING ANFIS-BASED FUZZY ALGORITHMS: A COMPARATIVE STUDY. IU-Journal of Electrical & Electronics Engineering. 2013;13(1):1605-1611. https://izlik.org/JA99WN22UT
Chicago
Görgel, Pelin, Ahmet Sertbas, and Ainura Turusbekova. 2013. “CLASSIFICATION OF BREAST MASSES USING ANFIS-BASED FUZZY ALGORITHMS: A COMPARATIVE STUDY”. IU-Journal of Electrical & Electronics Engineering 13 (1): 1605-11. https://izlik.org/JA99WN22UT.
EndNote
Görgel P, Sertbas A, Turusbekova A (September 1, 2013) CLASSIFICATION OF BREAST MASSES USING ANFIS-BASED FUZZY ALGORITHMS: A COMPARATIVE STUDY. IU-Journal of Electrical & Electronics Engineering 13 1 1605–1611.
IEEE
[1]P. Görgel, A. Sertbas, and A. Turusbekova, “CLASSIFICATION OF BREAST MASSES USING ANFIS-BASED FUZZY ALGORITHMS: A COMPARATIVE STUDY”, IU-Journal of Electrical & Electronics Engineering, vol. 13, no. 1, pp. 1605–1611, Sept. 2013, [Online]. Available: https://izlik.org/JA99WN22UT
ISNAD
Görgel, Pelin - Sertbas, Ahmet - Turusbekova, Ainura. “CLASSIFICATION OF BREAST MASSES USING ANFIS-BASED FUZZY ALGORITHMS: A COMPARATIVE STUDY”. IU-Journal of Electrical & Electronics Engineering 13/1 (September 1, 2013): 1605-1611. https://izlik.org/JA99WN22UT.
JAMA
1.Görgel P, Sertbas A, Turusbekova A. CLASSIFICATION OF BREAST MASSES USING ANFIS-BASED FUZZY ALGORITHMS: A COMPARATIVE STUDY. IU-Journal of Electrical & Electronics Engineering. 2013;13:1605–1611.
MLA
Görgel, Pelin, et al. “CLASSIFICATION OF BREAST MASSES USING ANFIS-BASED FUZZY ALGORITHMS: A COMPARATIVE STUDY”. IU-Journal of Electrical & Electronics Engineering, vol. 13, no. 1, Sept. 2013, pp. 1605-11, https://izlik.org/JA99WN22UT.
Vancouver
1.Pelin Görgel, Ahmet Sertbas, Ainura Turusbekova. CLASSIFICATION OF BREAST MASSES USING ANFIS-BASED FUZZY ALGORITHMS: A COMPARATIVE STUDY. IU-Journal of Electrical & Electronics Engineering [Internet]. 2013 Sep. 1;13(1):1605-11. Available from: https://izlik.org/JA99WN22UT