Fuzzy rule base classifier fusion for protein mass spectra based ovarian cancer diagnosis

2009 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, CIBCB 2009 - Proceedings

Volumn , Issue , 2009, Pages 193-199

  Assareh, Amin ^a   Volkert, L Gwenn ^a  

^a KENT STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION SYSTEM; CLASSIFIER FUSION; DATA SETS; DECISION FUNCTIONS; FEATURE SPACE; FUZZY CLASSIFIERS; FUZZY RULE BASE; HUMAN EXPERT; LINGUISTIC RULES; MASS SPECTRA; OVARIAN CANCERS; RANDOM SUBSPACES; TIME PERIODS;

ARTIFICIAL INTELLIGENCE; BIOLOGY; CLASSIFIERS; COMPUTER VISION; FUZZY RULES; LEARNING SYSTEMS; MASS SPECTROMETERS; MASS SPECTROMETRY; PATTERN RECOGNITION SYSTEMS; ROUGH SET THEORY;

BIOINFORMATICS;

EID: 67650363905     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CIBCB.2009.4925728     Document Type: Conference Paper

References (19)

1. L. A. Zadeh, "Fuzzy sets," Information and Control, Vol. 8, pp. 338-353, 1965.
2. R. Czabański, "Fuzzy If-Then Rules Extraction by Means of e-Insensitive Learning Techniques Integrated with Deterministic Annealing Optimization Method," International Journal of Computational Cognition, Vol. 3, pp. 80-89, 2005.
3. M. Nikravesh, "Evolution of fuzzy logic: from intelligent systems and computation to human mind," Soft Computing, Vol. 12, pp. 207-214, 2008. (Pubitemid 47412753)
4. J. Ma, S. Chen, and Y. Xu, "Fuzzy logic from the viewpoint of machine intelligence," Fuzzy Sets and Systems, Vol. 157, pp. 628-634, 2006. (Pubitemid 43189822)
5. S. Mitra and S. K. Pal, "Fuzzy sets in pattern recognition and machine intelligence," Fuzzy Sets and Systems Vol. 156, pp. 381-386, 2005. (Pubitemid 41475496)
6. J. M. Sorace and M. Zhan, "A data review and reassessment of ovarian cancer serum proteomic profiling," BMC Bioinformatics, June 2003. (Pubitemid 38751246)
7. H. Shin and M. K. Markey, "A machine learning perspective on the development of clinical decision support systems utilizing mass spectra of blood samples," Journal of Biomedical Informatics, Vol. 39, pp. 227-248, 2006.
8. M. Hilario, A. Kalousis, C. Pellegrini, and M. Muller, "Processing and Classification of Protein Mass Spectra," Mass Spectrometry Reviews by Wiley Periodicals, Vol. 25, pp. 409- 449, 2006.
9. A. Assareh and M. H. Moradi, "Extracting Efficient Fuzzy If-Then Rules from Mass Spectra of Blood Samples to Early Diagnosis of Ovarian Cancer," in IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB'07). Honolulu, HI, 2007.
10. A. Assareh and M. H. Moradi, "Knowledge Acquisition from Mass Spectra of Blood Samples Using Fuzzy Decision Tree and Genetic Algorithm," in International Symposium on Signal Processing and its Applications (ISSPA), Sharjah, UAE, 2007.
11. A. Assareh, M. H. Moradi, and L. G. Volkert, "A Hybrid Random Subspace Classifier Fusion Approach for Protein Mass Spectra Classification," in 6th European Conference on Evolutionary Computation, Machine Learning And Data Mining in Bioinformatics, (EvoBio) Napoli, Italy: Springer, 2008.
12. M. A. Kbir, H. Benkirane, K. Maalmi, and R. Benslimane, "Hierarchical fuzzy partition for pattern classification with fuzzy if-then rules," Pattern Recognition Letters, Vol. 21, pp. 503-509, 2000. (Pubitemid 30869507)
13. H. Ishibuchi, K. Nozaki, and H. Tanaka, "Distributed representation of fuzzy rules and its application to pattern classification," Fuzzy Sets and Systems, Vol. 52, pp. 21-32, 1992.
14. H. Ishibuchi, K. Nozaki, and H. Tanaka, "Effcient fuzzy partition of pattern space for classification problems," Fuzzy Sets and Systems, Vol. 59, pp. 295-304, 1993.
15. H. Ishibuchi, K. Nozaki, N. Yamamoto, and H. Tanaka, "Selecting fuzzy if-then rules for classification problems using genetic algorithms," IEEE Transactions on Fuzzy Systems, Vol. 3, pp. 260-270, 1995.
16. K. Nozaki, H. Ishibuchi, and H. Tanaka, "Adaptive fuzzy rule-based classiffcation systems," IEEE Transactions on Fuzzy Systems, Vol. 4, pp. 238-250, 1996. (Pubitemid 126777743)
17. J. C. Bezdek, Pattern Recognition with Fuzzy Objective Function Algorithms. NY: Plenum, 1981.
18. L. I. Kuncheva, "Fuzzy Versus Nonfuzzy in Combining Classifiers Designed by Boosting," IEEE Transactions on Fuzzy Systems, Vol. 11, December 2003.
19. M. Hilario, A. Kalousis, J. Prados, and P.-A. Binz, "Data mining for mass spectra-based cancer diagnosis and biomarker discovery," DDT: Biosilico (Elsevier Ltd), Vol. 2, pp. 214-222, September 2004. (Pubitemid 39349128)