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Volumn , Issue , 2010, Pages

Preprocessing vague imbalanced datasets and its use in genetic fuzzy classifiers

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION SYSTEM; DATA SETS; GENETIC FUZZY SYSTEMS; GENETIC-FUZZY; IMBALANCED DATA-SETS; LOW QUALITIES; OBJECTIVE FUNCTIONS; PREPROCESS; REAL-WORLD DATASETS;

EID: 78549289879     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/FUZZY.2010.5584797     Document Type: Conference Paper
Times cited : (5)

References (41)
  • 1
    • 27144531570 scopus 로고    scopus 로고
    • A study of the behaviour of several methods for balancing machine learning training data
    • Batista G., Prati R., Monard M., A study of the behaviour of several methods for balancing machine learning training data. SIGKDD Explorations 6 (1), 20-29 (2004).
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 20-29
    • Batista, G.1    Prati, R.2    Monard, M.3
  • 3
    • 27144549260 scopus 로고    scopus 로고
    • Editorial: Special issue on learning from imbalanced data sets
    • Chawla N.V., Japkowicz N., Kolcz A., Editorial: Special issue on learning from imbalanced data sets. SIGKDD Explorations 6 (1), 1-6 (2004).
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 1-6
    • Chawla, N.V.1    Japkowicz, N.2    Kolcz, A.3
  • 4
    • 0002026789 scopus 로고
    • Operations on fuzzy numbers with function principal
    • Chen S. H, Operations on fuzzy numbers with function principal. Tamkang Journal of Management Sciences, 6(1), 13-25.(1985)
    • (1985) Tamkang Journal of Management Sciences , vol.6 , Issue.1 , pp. 13-25
    • Chen, S.H.1
  • 5
    • 0000597270 scopus 로고    scopus 로고
    • A new approach for ranking fuzzy numbers by distance method
    • Cheng C.H., A new approach for ranking fuzzy numbers by distance method. Fuzzy Sets and Systems 95 (1998) 307-317.
    • (1998) Fuzzy Sets and Systems , vol.95 , pp. 307-317
    • Cheng, C.H.1
  • 6
    • 6344293055 scopus 로고    scopus 로고
    • VA new method for handling multicriteria fuzzy decision making problems using FN-IOWA operators
    • Chen S. J., Chen S. M., A new method for handling multicriteria fuzzy decision making problems using FN-IOWA operators. Cybernatics and Systems, 34, 109-137. (2003)
    • (2003) Cybernatics and Systems , vol.34 , pp. 109-137
    • Chen, S.J.1    Chen, S.M.2
  • 7
    • 33846538570 scopus 로고    scopus 로고
    • Fuzzy risk analysis based on the ranking of generalized trapezoidal fuzzy numbers
    • Chen S. J., Chen S. M., Fuzzy risk analysis based on the ranking of generalized trapezoidal fuzzy numbers. Applied Intelligence, 26(1), 1-11. (2007)
    • (2007) Applied Intelligence , vol.26 , Issue.1 , pp. 1-11
    • Chen, S.J.1    Chen, S.M.2
  • 9
    • 15744374385 scopus 로고    scopus 로고
    • Genetic fuzzy systems. Evolutionary tuning and learning of fuzzy knowledge bases
    • Singapore
    • Cordón O., Herrera F., Hoffmann F., Magdalena L., Genetic fuzzy systems. Evolutionary tuning and learning of fuzzy knowledge bases. World Scientific, Singapore (2001)
    • (2001) World Scientific
    • Cordón, O.1    Herrera, F.2    Hoffmann, F.3    Magdalena, L.4
  • 11
    • 0036144469 scopus 로고    scopus 로고
    • Ranking fuzzy numbers with an area between the centroid point and original point
    • Chu T. C., Tsao C. T., Ranking fuzzy numbers with an area between the centroid point and original point. Computers and Mathematics with Applications, 43, 111-117 (2002)
    • (2002) Computers and Mathematics with Applications , vol.43 , pp. 111-117
    • Chu, T.C.1    Tsao, C.T.2
  • 12
    • 46849096083 scopus 로고    scopus 로고
    • A study behaviour of linguistic fuzzy rule based classification system in the framework of imbalanced data-sets
    • Fernández A., Garcia S., del Jesús M.J., Herrera F., A study behaviour of linguistic fuzzy rule based classification system in the framework of imbalanced data-sets. Fuzzy Sets and Systems 159, 2378-2398 (2008).
    • (2008) Fuzzy Sets and Systems , vol.159 , pp. 2378-2398
    • Fernández, A.1    Garcia, S.2    Del Jesús, M.J.3    Herrera, F.4
  • 13
    • 64049115860 scopus 로고    scopus 로고
    • On the influence of an adaptive inference system in fuzzy rule based classification systems for imbalanced data-sets
    • Fernández A., del Jesús M.J., Herrera F., On the influence of an adaptive inference system in fuzzy rule based classification systems for imbalanced data-sets. Expert Systems with Applications 36, 9805-9812 (2009).
    • (2009) Expert Systems with Applications , vol.36 , pp. 9805-9812
    • Fernández, A.1    Del Jesús, M.J.2    Herrera, F.3
  • 14
    • 60849127572 scopus 로고    scopus 로고
    • Hierarchical fuzzy rule based classification systems with genetic rule selection for imbalanced data-sets
    • Fernández A., del Jesús M.J., Herrera F., Hierarchical fuzzy rule based classification systems with genetic rule selection for imbalanced data-sets. International Journal of Approximate Reasoning 50, 561-577 (2009).
    • (2009) International Journal of Approximate Reasoning , vol.50 , pp. 561-577
    • Fernández, A.1    Del Jesús, M.J.2    Herrera, F.3
  • 15
    • 75149159107 scopus 로고    scopus 로고
    • On the 2-tuples based genetic tuning performance for fuzzy rule based classification systems in imbalanced data-sets
    • DOI: 10.1016/j.ins.2009.12.014
    • Fernández A., del Jesús M.J., Herrera F., On the 2-tuples based genetic tuning performance for fuzzy rule based classification systems in imbalanced data-sets. Information Sciences. DOI: 10.1016/j.ins.2009.12.014 (2010).
    • (2010) Information Sciences
    • Fernández, A.1    Del Jesús, M.J.2    Herrera, F.3
  • 17
    • 33845536164 scopus 로고    scopus 로고
    • The class imbalance problem: A systematic study
    • Japkowicz N., Stephen S., The class imbalance problem: a systematic study. Intelligent Data Anal. 6 (5), 429-450, 2002.
    • (2002) Intelligent Data Anal. , vol.6 , Issue.5 , pp. 429-450
    • Japkowicz, N.1    Stephen, S.2
  • 18
    • 0017094580 scopus 로고
    • Decision-making in the presence of fuzzy variables
    • Jain R., Decision-making in the presence of fuzzy variables, IEEE Trans. Systems Man and Cybernet. SMC-6, 698-703, (1976).
    • (1976) IEEE Trans. Systems Man and Cybernet. SMC , vol.6 , pp. 698-703
    • Jain, R.1
  • 19
    • 0017438713 scopus 로고
    • A procedure for multi-aspect decision making using fuzzy sets
    • Jain R., A procedure for multi-aspect decision making using fuzzy sets, Internat. J. Systems Sci. 8, 1-7, (1978).
    • (1978) Internat. J. Systems Sci. , vol.8 , pp. 1-7
    • Jain, R.1
  • 20
    • 34548604303 scopus 로고    scopus 로고
    • Comparison of different strategies of utilizing fuzzy clustering in structure identification
    • Kilic K., Uncu O., Türksen I.B., Comparison of different strategies of utilizing fuzzy clustering in structure identification. Information Sciences 177 (23), 5153-5162 (2007).
    • (2007) Information Sciences , vol.177 , Issue.23 , pp. 5153-5162
    • Kilic, K.1    Uncu, O.2    Türksen, I.B.3
  • 21
    • 0001972236 scopus 로고    scopus 로고
    • Addressing the curse of imbalanced training sets: One-sided selection
    • Kubat M., Matwin S., Addressing the curse of imbalanced training sets: one-sided selection. Internat. Conf. Machine Learning, 170-186 (1997).
    • (1997) Internat. Conf. Machine Learning , pp. 170-186
    • Kubat, M.1    Matwin, S.2
  • 23
    • 34047206776 scopus 로고    scopus 로고
    • Ranking indices and rules for fuzzy numbers based on gravity center point
    • Paper presented at the, Dalian, China
    • Liang C.,Wu J., Zhang J., Ranking indices and rules for fuzzy numbers based on gravity center point. Paper presented at the 6th World Congress on Intelligent Control and Automation, Dalian, China.(2006)
    • (2006) 6th World Congress on Intelligent Control and Automation
    • Liang, C.1    Wu, J.2    Zhang, J.3
  • 24
    • 40649126091 scopus 로고    scopus 로고
    • Training neural network classifiers for medical decision making: The effects of imbalanced datasets on classification performance
    • Mazurowski M., Habas P., Zurada J., Lo J., Baker J., Tourassi G., Training neural network classifiers for medical decision making: The effects of imbalanced datasets on classification performance. Neural Networks 21 (2-3), 427-436 (2008).
    • (2008) Neural Networks , vol.21 , Issue.2-3 , pp. 427-436
    • Mazurowski, M.1    Habas, P.2    Zurada, J.3    Lo, J.4    Baker, J.5    Tourassi, G.6
  • 25
    • 0021293928 scopus 로고
    • FUZZY DECISION ANALYSIS ON THE DEVELOPMENTS OF CENTRALIZED REGIONAL ENERGY CONTROL SYSTEM.
    • Murakami S., Maeda S., Imamura S., Fuzzy decision analysis on the development of centralized regional energy control system, IFAC Syrup. on Fuzzy Inform. Knowledge Representation and Decision Anal., 363-368 (1983). (Pubitemid 14632985)
    • (1984) IFAC Proceedings Series , pp. 363-368
    • Murakami, S.1    Maeda, H.2    Imamura, S.3
  • 27
    • 70350640750 scopus 로고    scopus 로고
    • A minimum-risk genetic fuzzy classifier based on low quality data
    • Hibrid Artificial Intelligence Systems (HAIS)
    • Palacios, A., Sánchez, L., Couso, I. A minimum-risk genetic fuzzy classifier based on low quality data. Lecture Notes in Computer Science 5572, Hibrid Artificial Intelligence Systems (HAIS) pp 654-661 (2009)
    • (2009) Lecture Notes in Computer Science , vol.5572 , pp. 654-661
    • Palacios, A.1    Sánchez, L.2    Couso, I.3
  • 28
    • 79955562255 scopus 로고    scopus 로고
    • Extending a simple genetic cooperative-competitive learning fuzzy classifier to low quality datasets
    • Palacios, A., Sánchez, L., Couso, I. Extending a simple Genetic Cooperative-Competitive Learning Fuzzy Classifier to low quality datasets. Evolutionary Intelligence: Volume 2, Issue 1(2009), pag 73.
    • (2009) Evolutionary Intelligence , vol.2 , Issue.1 , pp. 73
    • Palacios, A.1    Sánchez, L.2    Couso, I.3
  • 30
    • 40649114452 scopus 로고    scopus 로고
    • Robust BMPM training based on second-order cone programming and its application in medical diagnosis
    • Peng X., King I., Robust BMPM training based on second-order cone programming and its application in medical diagnosis, Neural Networks 21 (2-3), 450-457 (2008).
    • (2008) Neural Networks , vol.21 , Issue.2-3 , pp. 450-457
    • Peng, X.1    King, I.2
  • 31
    • 29144443664 scopus 로고    scopus 로고
    • Minority report in fraud detection: Classification of skewed data
    • Phua C., Alahakoon D., Lee V., Minority report in fraud detection: classification of skewed data. SIGKDD Explorations Newsletter 6 (1), 50-59, 2004.
    • (2004) SIGKDD Explorations Newsletter , vol.6 , Issue.1 , pp. 50-59
    • Phua, C.1    Alahakoon, D.2    Lee, V.3
  • 32
    • 65249187695 scopus 로고    scopus 로고
    • A comparative analysis of centroid methods in ranking fuzzy numbers
    • Ramli N., Mohamad D., A comparative analysis of centroid methods in ranking fuzzy numbers. European Journal of Scientific Research, 28 (3): 492-501 (2009)
    • (2009) European Journal of Scientific Research , vol.28 , Issue.3 , pp. 492-501
    • Ramli, N.1    Mohamad, D.2
  • 33
    • 34248169309 scopus 로고    scopus 로고
    • An approach to centroids of fuzzy numbers
    • Shieh B.S., An approach to centroids of fuzzy numbers. International Journal of Fuzzy Systems, 9 (1), 51-54.(2007)
    • (2007) International Journal of Fuzzy Systems , vol.9 , Issue.1 , pp. 51-54
    • Shieh, B.S.1
  • 37
    • 23944466178 scopus 로고    scopus 로고
    • The effect of imbalanced data class distribution on fuzzy classifiers-experimental study
    • Visa S., Ralescu A., The effect of imbalanced data class distribution on fuzzy classifiers-experimental study. IEEE Internat. Conf. on Fuzzy Systems, 749-754, 2005.
    • (2005) IEEE Internat. Conf. on Fuzzy Systems , pp. 749-754
    • Visa, S.1    Ralescu, A.2
  • 38
    • 41049102200 scopus 로고    scopus 로고
    • The revised method of ranking fuzzy numbers with an area between the centroid and original points
    • Wang Y. J., Lee H. S., The revised method of ranking fuzzy numbers with an area between the centroid and original points. Computers and Mathematics with Applications, 55, 2033-2042.(2008)
    • (2008) Computers and Mathematics with Applications , vol.55 , pp. 2033-2042
    • Wang, Y.J.1    Lee, H.S.2
  • 39
    • 20844458491 scopus 로고    scopus 로고
    • Mining with rarity: A unifying framework
    • Weiss G., Mining with rarity: a unifying framework. SIGKDD Explorations 6 (1), 7-19 (2004).
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 7-19
    • Weiss, G.1
  • 41
    • 33947326736 scopus 로고    scopus 로고
    • Power distribution fault cause identification with imbalanced data using the data mining-based fuzzy classification E-Algorithm
    • DOI 10.1109/TPWRS.2006.888990
    • Xu L., Chow M., Taylor L., Power distribution fault cause identification with imbalanced data using the data mining-based fuzzy classification e-algorithm. IEEE Trans. Power Systems 22(1), 164-171, 2007. (Pubitemid 46437725)
    • (2007) IEEE Transactions on Power Systems , vol.22 , Issue.1 , pp. 164-171
    • Xu, L.1    Chow, M.-Y.2    Taylor, L.S.3


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