메뉴 건너뛰기




Volumn 23, Issue 4, 2015, Pages 973-990

A Compact Evolutionary Interval-Valued Fuzzy Rule-Based Classification System for the Modeling and Prediction of Real-World Financial Applications with Imbalanced Data

Author keywords

Evolutionary algorithms; financial applications; interval valued fuzzy rule based classification systems; intervalvalued fuzzy sets (IVFSs).

Indexed keywords

CLASSIFICATION (OF INFORMATION); DATA MINING; DECISION TREES; EVOLUTIONARY ALGORITHMS; FINANCE; FORECASTING; FUZZY RULES; LINGUISTICS; TREES (MATHEMATICS);

EID: 84938795155     PISSN: 10636706     EISSN: None     Source Type: Journal    
DOI: 10.1109/TFUZZ.2014.2336263     Document Type: Article
Times cited : (147)

References (66)
  • 1
    • 33845536164 scopus 로고    scopus 로고
    • The class imbalance problem:Asystematic study
    • N. Japkowicz and S. Stephen, "The class imbalance problem:Asystematic study, " Intell. Data Anal., vol. 6, no. 5, pp. 429-450, 2002.
    • (2002) Intell. Data Anal. , vol.6 , Issue.5 , pp. 429-450
    • Japkowicz, N.1    Stephen, S.2
  • 2
    • 29144443664 scopus 로고    scopus 로고
    • Minority report in fraud detection: Classification of skewed data
    • C. Phua, D. Alahakoon, and V. Lee, "Minority report in fraud detection: Classification of skewed data, " SIGKDD Explor. Newslett., vol. 6, no. 1, pp. 50-59, 2004.
    • (2004) SIGKDD Explor. Newslett. , vol.6 , Issue.1 , pp. 50-59
    • Phua, C.1    Alahakoon, D.2    Lee, V.3
  • 4
    • 64549137426 scopus 로고    scopus 로고
    • Classification of imbalanced data by using the SMOTE algorithm and locally linear embedding
    • J. Wang, M. Xu, H. Wang, and J. Zhang, "Classification of imbalanced data by using the SMOTE algorithm and locally linear embedding, " in Proc. 8th Int. Conf. Signal Process., vol. 3, 2006, pp. 1815-1818.
    • (2006) Proc. 8th Int. Conf. Signal Process. , vol.3 , pp. 1815-1818
    • Wang, J.1    Xu, M.2    Wang, H.3    Zhang, J.4
  • 5
    • 0242351905 scopus 로고    scopus 로고
    • Financial time series forecasting using support vectormachines
    • K.Kim, "Financial time series forecasting using support vectormachines, " Neurocomput., vol. 55, no. 1/2, pp. 307-319, 2003.
    • (2003) Neurocomput. , vol.55 , Issue.1-2 , pp. 307-319
    • Kim, K.1
  • 6
    • 70349453862 scopus 로고    scopus 로고
    • Support vector machines for default prediction of SMEs based on technology credit
    • H. S. Kim and S. Y. Sohn, "Support vector machines for default prediction of SMEs based on technology credit, " Eur. J. Oper. Res., vol. 201, no. 3, pp. 838-846, 2010.
    • (2010) Eur. J. Oper. Res. , vol.201 , Issue.3 , pp. 838-846
    • Kim, H.S.1    Sohn, S.Y.2
  • 7
    • 77957704357 scopus 로고    scopus 로고
    • Master thesis, Humboldt-Universität zu Berlin, Berlin, Germany, Inst. Statist. Econometr.
    • E. Giacomini, "Neural networks in quantitative finance, " Master thesis, Humboldt-Universität zu Berlin, Berlin, Germany, Inst. Statist. Econometr., 2003.
    • (2003) Neural Networks in Quantitative Finance
    • Giacomini, E.1
  • 11
    • 38749102373 scopus 로고    scopus 로고
    • Evolving decision rules to predict investment opportunities
    • A. Garcia-Almanza and E. Tsang, "Evolving decision rules to predict investment opportunities, " Int. J. Autom. Comput., vol. 5, no. 1, pp. 22-31, 2008.
    • (2008) Int. J. Autom. Comput. , vol.5 , Issue.1 , pp. 22-31
    • Garcia-Almanza, A.1    Tsang, E.2
  • 16
    • 33645413629 scopus 로고    scopus 로고
    • Development and maintenance of fuzzy models in financial applications
    • M. Lopez-Diaz, M. Gil, P. Grzegorzwski, O. Hyrniewicz, and J. Lawry, Eds. Berlin, Germany: Springer Verlag
    • P. Bonissone, "Development and maintenance of fuzzy models in financial applications, " in Soft Methodology and Random Information Systems, M. Lopez-Diaz, M. Gil, P. Grzegorzwski, O. Hyrniewicz, and J. Lawry, Eds. Berlin, Germany: Springer-Verlag, 2004, pp. 50-66.
    • (2004) Soft Methodology and Random Information Systems , pp. 50-66
    • Bonissone, P.1
  • 18
    • 84870318902 scopus 로고    scopus 로고
    • An interval type-2 fuzzy logic based system for model generation and summarization of arbitrage opportunities in stock markets
    • D. Bernardo, H. Hagras, and E. Tsang "An interval type-2 fuzzy logic based system for model generation and summarization of arbitrage opportunities in stock markets" in Proc. 12th U.K. Workshop Comput. Intell., 2012, pp. 1-7.
    • (2012) Proc. 12th U.K. Workshop Comput. Intell. , pp. 1-7
    • Bernardo, D.1    Hagras, H.2    Tsang, E.3
  • 19
    • 77958453890 scopus 로고    scopus 로고
    • Improving the performance of fuzzy rule-based classification systems with interval-valued fuzzy sets and genetic amplitude tuning
    • J. Sanz, A. Fernández, H. Bustince, and F. Herrera, "Improving the performance of fuzzy rule-based classification systems with interval-valued fuzzy sets and genetic amplitude tuning, " Inf. Sci., vol. 180, no. 19, pp. 3674-3685, 2010.
    • (2010) Inf. Sci. , vol.180 , Issue.19 , pp. 3674-3685
    • Sanz, J.1    Fernández, A.2    Bustince, H.3    Herrera, F.4
  • 20
    • 79955558037 scopus 로고    scopus 로고
    • A genetic tuning to improve the performance of fuzzy rule-based classification systems with interval-valued fuzzy sets: Degree of ignorance and lateral position
    • J. Sanz, A. Fernández, H. Bustince, and F. Herrera, "A genetic tuning to improve the performance of fuzzy rule-based classification systems with interval-valued fuzzy sets: Degree of ignorance and lateral position, " Int. J. Approx. Reason., vol. 52, no. 6, pp. 751-766, 2011.
    • (2011) Int. J. Approx. Reason. , vol.52 , Issue.6 , pp. 751-766
    • Sanz, J.1    Fernández, A.2    Bustince, H.3    Herrera, F.4
  • 22
    • 84878714889 scopus 로고    scopus 로고
    • IVTURS: A linguistic fuzzy rule-based classification system based on a new interval-valued fuzzy reasoning method with tuning and rule selection
    • Jun.
    • J. Sanz, A. Fernández, H. Bustince, and F. Herrera, "IVTURS: A linguistic fuzzy rule-based classification system based on a new interval-valued fuzzy reasoning method with tuning and rule selection, " IEEE Trans. Fuzzy Syst., vol. 21, no. 3, pp. 399-411, Jun. 2013.
    • (2013) IEEE Trans. Fuzzy Syst. , vol.21 , Issue.3 , pp. 399-411
    • Sanz, J.1    Fernández, A.2    Bustince, H.3    Herrera, F.4
  • 23
    • 79959578748 scopus 로고    scopus 로고
    • Interval-valued fuzzy sets applied to stereo matching of color images
    • Jul.
    • M. Galar, J. Fernandez, G. Beliakov, and H. Bustince, "Interval-valued fuzzy sets applied to stereo matching of color images, " IEEE Trans. Image Process., vol. 20, no. 7, pp. 1949-1961, Jul. 2011.
    • (2011) IEEE Trans. Image Process. , vol.20 , Issue.7 , pp. 1949-1961
    • Galar, M.1    Fernandez, J.2    Beliakov, G.3    Bustince, H.4
  • 26
    • 0036565589 scopus 로고    scopus 로고
    • An instance-weightingmethod to induce cost-sensitive trees
    • May/Jun.
    • K. M.Ting, "An instance-weightingmethod to induce cost-sensitive trees, " IEEE Trans. Knowl. Data Eng., vol. 14, no. 3, pp. 659-665, May/Jun. 2002.
    • (2002) IEEE Trans. Knowl. Data Eng. , vol.14 , Issue.3 , pp. 659-665
    • Ting, K.M.1
  • 27
    • 70349591070 scopus 로고    scopus 로고
    • FURIA: An algorithm for unordered fuzzy rule induction
    • J. Hühn and E. Hüllermeier, "FURIA: An algorithm for unordered fuzzy rule induction, " Data Mining Knowl. Discovery, vol. 19, no. 3, pp. 293-319, 2009.
    • (2009) Data Mining Knowl. Discovery , vol.19 , Issue.3 , pp. 293-319
    • Hühn, J.1    Hüllermeier, E.2
  • 28
    • 34248666540 scopus 로고
    • Fuzzy sets
    • L. A. Zadeh, "Fuzzy sets, " Inf. Control, vol. 8, no. 3, pp. 338-353, 1965.
    • (1965) Inf. Control , vol.8 , Issue.3 , pp. 338-353
    • Zadeh, L.A.1
  • 29
    • 84877649629 scopus 로고    scopus 로고
    • Application of interval clustering approach to water quality evaluation
    • H. Wong and B. Q. Hu, "Application of interval clustering approach to water quality evaluation, " J. Hydrol., vol. 491, no. 29, pp. 1-12, 2013.
    • (2013) J. Hydrol. , vol.491 , Issue.29 , pp. 1-12
    • Wong, H.1    Hu, B.Q.2
  • 31
    • 0023165592 scopus 로고
    • A method of inference in approximate reasoning based on interval-valued fuzzy sets
    • M. B. Gorlzakczany, "A method of inference in approximate reasoning based on interval-valued fuzzy sets, " Fuzzy Sets Syst., vol. 21, pp. 1-17, 1987.
    • (1987) Fuzzy Sets Syst. , vol.21 , pp. 1-17
    • Gorlzakczany, M.B.1
  • 32
    • 0000038881 scopus 로고
    • Interval valued fuzzy sets based on normal forms
    • I. B. Turksen, "Interval valued fuzzy sets based on normal forms, " Fuzzy Sets Syst., vol. 20, no. 2, pp. 191-210, 1986.
    • (1986) Fuzzy Sets Syst. , vol.20 , Issue.2 , pp. 191-210
    • Turksen, I.B.1
  • 33
    • 44649161293 scopus 로고    scopus 로고
    • Generation of intervalvalued fuzzy and atanassov's intuitionistic fuzzy connectives from fuzzy connectives and from K operators: Laws for conjunctions and disjunctions, amplitude
    • H. Bustince, E. Barrenechea, and M. Pagola, "Generation of intervalvalued fuzzy and atanassov's intuitionistic fuzzy connectives from fuzzy connectives and from K operators: Laws for conjunctions and disjunctions, amplitude, " Int. J. Intell. Syst., vol. 23, no. 6, pp. 680-714, 2008.
    • (2008) Int. J. Intell. Syst. , vol.23 , Issue.6 , pp. 680-714
    • Bustince, H.1    Barrenechea, E.2    Pagola, M.3
  • 34
    • 84897584161 scopus 로고    scopus 로고
    • A new approach to interval-valued Choquet integrals and the problem of ordering in interval-valued fuzzy sets applications
    • Dec.
    • H. Bustince, M. Galar, B. Bedregal, A. Kolesarova, and R.Mesiar, "A new approach to interval-valued Choquet integrals and the problem of ordering in interval-valued fuzzy sets applications, " IEEE Trans. Fuzzy Syst., vol. 21, no. 6, pp. 1150-1162, Dec. 2013.
    • (2013) IEEE Trans. Fuzzy Syst. , vol.21 , Issue.6 , pp. 1150-1162
    • Bustince, H.1    Galar, M.2    Bedregal, B.3    Kolesarova, A.4    Mesiar, R.5
  • 35
    • 84875739316 scopus 로고    scopus 로고
    • Generation of linear orders for intervals by means of aggregation functions
    • H. Bustince, J. Fernandez, A. Kolesárová, and R. Mesiar, "Generation of linear orders for intervals by means of aggregation functions, " Fuzzy Sets Syst., vol. 220, pp. 69-77, 2013.
    • (2013) Fuzzy Sets Syst. , vol.220 , pp. 69-77
    • Bustince, H.1    Fernandez, J.2    Kolesárová, A.3    Mesiar, R.4
  • 36
    • 33750916532 scopus 로고    scopus 로고
    • Some geometric aggregation operators based on intuitionistic fuzzy sets
    • Z. S. Xu and R. R.Yager, "Some geometric aggregation operators based on intuitionistic fuzzy sets, " Int. J. General Syst., vol. 35, no. 4, pp. 417-433, 2006.
    • (2006) Int. J. General Syst. , vol.35 , Issue.4 , pp. 417-433
    • Xu, Z.S.1    Yager, R.R.2
  • 37
    • 77949914993 scopus 로고    scopus 로고
    • A generalization of Hukuhara difference and division for interval and fuzzy arithmetic
    • L. Stefanini, "A generalization of Hukuhara difference and division for interval and fuzzy arithmetic, " Fuzzy Sets Syst., vol. 161, no. 11, pp. 1564-1584, 2010.
    • (2010) Fuzzy Sets Syst. , vol.161 , Issue.11 , pp. 1564-1584
    • Stefanini, L.1
  • 38
    • 1542303729 scopus 로고    scopus 로고
    • On the representation of intuitionistic fuzzy t-norms and t-conorms
    • Feb.
    • G. Deschrijver, C. Cornelis, and E. Kerre, "On the representation of intuitionistic fuzzy t-norms and t-conorms, " IEEE Trans. Fuzzy Syst., vol. 12, no. 1, pp. 45-61, Feb. 2004.
    • (2004) IEEE Trans. Fuzzy Syst. , vol.12 , Issue.1 , pp. 45-61
    • Deschrijver, G.1    Cornelis, C.2    Kerre, E.3
  • 39
    • 33746323111 scopus 로고    scopus 로고
    • Restricted equivalence functions
    • H. Bustince, E. Barrenechea, andM. Pagola, "Restricted equivalence functions, " Fuzzy Sets Syst., vol. 157, no. 17, pp. 2333-2346, 2006.
    • (2006) Fuzzy Sets Syst. , vol.157 , Issue.17 , pp. 2333-2346
    • Bustince, H.1    Barrenechea, E.2    Pagola, M.3
  • 40
    • 33845501387 scopus 로고    scopus 로고
    • 10 challenging problems in data mining research
    • Q. Yang and X. Wu, "10 challenging problems in data mining research, " Int. J. Inf. Technol. Decision Making, vol. 5, no. 4, pp. 597-604, 2006.
    • (2006) Int. J. Inf. Technol. Decision Making , vol.5 , Issue.4 , pp. 597-604
    • Yang, Q.1    Wu, X.2
  • 41
    • 84883447718 scopus 로고    scopus 로고
    • An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics
    • V. López, A. Fernández, S. Garcá, V. Palade, and F. Herrera, "An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics, " Inf. Sci., vol. 250, pp. 113-141, 2013.
    • (2013) Inf. Sci. , vol.250 , pp. 113-141
    • López, V.1    Fernández, A.2    Garcá, S.3    Palade, V.4    Herrera, F.5
  • 42
    • 20844458491 scopus 로고    scopus 로고
    • Mining with rarity: A unifying framework
    • G. M. Weiss, "Mining with rarity: A unifying framework, " SIGKDD Explorations, vol. 6, no. 1, pp. 7-19, 2004.
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 7-19
    • Weiss, G.M.1
  • 43
    • 0031998121 scopus 로고    scopus 로고
    • Machine learning for the detection of oil spills in satellite radar images
    • M. Kubat, R. C. Holte, and S.Matwin, "Machine learning for the detection of oil spills in satellite radar images, " Mach. Learn., vol. 30, no. 2-3, pp. 195-215, 1998.
    • (1998) Mach. Learn. , vol.30 , Issue.2-3 , pp. 195-215
    • Kubat, M.1    Holte, R.C.2    Matwin, S.3
  • 44
    • 80053653987 scopus 로고    scopus 로고
    • A fuzzy association rulebased classification model for high-dimensional problems with genetic rule selection and lateral tuning
    • Oct.
    • J. Alcalá-Fdez, R. Alcala, and F. Herrera, "A fuzzy association rulebased classification model for high-dimensional problems with genetic rule selection and lateral tuning, " IEEE Trans. Fuzzy Syst., vol. 19, no. 5, pp. 857-872, Oct. 2011.
    • (2011) IEEE Trans. Fuzzy Syst. , vol.19 , Issue.5 , pp. 857-872
    • Alcalá-Fdez, J.1    Alcala, R.2    Herrera, F.3
  • 46
    • 0242563333 scopus 로고    scopus 로고
    • Association rule mining: Models and algorithms series
    • Berlin, Germany: Springer Verlag
    • C. Zhang and S. Zhang, "Association rule mining: Models and algorithms series, " in Lecture Notes in Computer Science. Berlin, Germany: Springer-Verlag, 2002.
    • (2002) Lecture Notes in Computer Science
    • Zhang, C.1    Zhang, S.2
  • 48
    • 26844469668 scopus 로고    scopus 로고
    • Rule weight specification in fuzzy rulebased classification systems
    • Aug.
    • H. Ishibuchi and T. Yamamoto, "Rule weight specification in fuzzy rulebased classification systems, " IEEE Trans. Fuzzy Syst., vol. 13, no. 4, pp. 428-435, Aug. 2005.
    • (2005) IEEE Trans. Fuzzy Syst. , vol.13 , Issue.4 , pp. 428-435
    • Ishibuchi, H.1    Yamamoto, T.2
  • 49
    • 34548206770 scopus 로고    scopus 로고
    • A proposal for the genetic lateral tuning of linguistic fuzzy systems and its interaction with rule selection
    • Aug.
    • R. Alcalá, J. Alcalá-Fdez, and F. Herrera, "A proposal for the genetic lateral tuning of linguistic fuzzy systems and its interaction with rule selection, " IEEE Trans. Fuzzy Syst., vol. 15, no. 4, pp. 616-635, Aug. 2007.
    • (2007) IEEE Trans. Fuzzy Syst. , vol.15 , Issue.4 , pp. 616-635
    • Alcalá, R.1    Alcalá-Fdez, J.2    Herrera, F.3
  • 50
    • 0034476450 scopus 로고    scopus 로고
    • A 2-tuple fuzzy linguistic representation model for computing with words
    • Dec.
    • F. Herrera and L. Martnez, "A 2-tuple fuzzy linguistic representation model for computing with words, " IEEE Trans. Fuzzy Syst., vol. 8, no. 6, pp. 746-752, Dec. 2000.
    • (2000) IEEE Trans. Fuzzy Syst. , vol.8 , Issue.6 , pp. 746-752
    • Herrera, F.1    Martnez, L.2
  • 51
    • 0032655554 scopus 로고    scopus 로고
    • Aproposal on reasoning methods in fuzzy rule-based classification systems
    • O. Cordón, M. J. del Jesus, and F. Herrera, "Aproposal on reasoning methods in fuzzy rule-based classification systems, " Int. J. Approx. Reason., vol. 20, no. 1, pp. 21-45, 1999.
    • (1999) Int. J. Approx. Reason. , vol.20 , Issue.1 , pp. 21-45
    • Cordón, O.1    Del Jesus, M.J.2    Herrera, F.3
  • 53
    • 0346781553 scopus 로고    scopus 로고
    • Ten years of genetic fuzzy systems: Current framework and new trends
    • O. Cordón, F. Gomide, F. Herrera, F. Hoffmann, and L. Magdalena, "Ten years of genetic fuzzy systems: Current framework and new trends, " Fuzzy Sets Syst., vol. 141, no. 1, pp. 5-31, 2004.
    • (2004) Fuzzy Sets Syst. , vol.141 , Issue.1 , pp. 5-31
    • Cordón, O.1    Gomide, F.2    Herrera, F.3    Hoffmann, F.4    Magdalena, L.5
  • 54
    • 50149096917 scopus 로고    scopus 로고
    • Genetic fuzzy systems: Taxonomy, current research trends and prospects
    • F. Herrera, "Genetic fuzzy systems: Taxonomy, current research trends and prospects, " Evol. Intell., vol. 1, pp. 27-46, 2008.
    • (2008) Evol. Intell. , vol.1 , pp. 27-46
    • Herrera, F.1
  • 55
    • 0001334115 scopus 로고
    • The CHC adaptive search algorithm: How to have safe search when engaging in nontraditional genetic recombination
    • San Mateo, CA, USA: Morgan Kaufman
    • L. Eshelman, "The CHC adaptive search algorithm: How to have safe search when engaging in nontraditional genetic recombination, " in Foundations of Genetic Algorithms. San Mateo, CA, USA: Morgan Kaufman, 1991, pp. 265-283.
    • (1991) Foundations of Genetic Algorithms , pp. 265-283
    • Eshelman, L.1
  • 56
    • 14644390912 scopus 로고    scopus 로고
    • Using AUC and accuracy in evaluating learning algorithms
    • Mar.
    • J. Huang and C. X. Ling, "Using AUC and accuracy in evaluating learning algorithms, " IEEE Trans. Knowl. Data Eng., vol. 17, no. 3, pp. 299-310, Mar. 2005.
    • (2005) IEEE Trans. Knowl. Data Eng. , vol.17 , Issue.3 , pp. 299-310
    • Huang, J.1    Ling, C.X.2
  • 57
    • 0037338399 scopus 로고    scopus 로고
    • A taxonomy for the crossover operator for real-coded genetic algorithms: An experimental study
    • F. Herrera, M. Lozano, and A.M. Sánchez, "A taxonomy for the crossover operator for real-coded genetic algorithms: An experimental study, " Int. J. Intell. Syst., vol. 18, no. 3, pp. 309-338, 2003.
    • (2003) Int. J. Intell. Syst. , vol.18 , Issue.3 , pp. 309-338
    • Herrera, F.1    Lozano, M.2    Sánchez, A.M.3
  • 58
    • 0000308566 scopus 로고
    • Real coded genetic algorithms and interval schemata
    • San Mateo, CA, USA: Morgan Kaufman
    • L. J. Eshelman and J. Schafffer, "Real coded genetic algorithms and interval schemata, " in Foundations of Genetic Algorithms. San Mateo, CA, USA: Morgan Kaufman, 1993, pp. 187-202.
    • (1993) Foundations of Genetic Algorithms , pp. 187-202
    • Eshelman, L.J.1    Schafffer, J.2
  • 59
    • 55549116330 scopus 로고    scopus 로고
    • Evolutionary rule-based systems for imbalanced datasets
    • A. Orriols-Puig and E. Bernadó-Mansilla, "Evolutionary rule-based systems for imbalanced datasets, " Soft Comput., vol. 13, no. 3, pp. 213-225, 2009.
    • (2009) Soft Comput. , vol.13 , Issue.3 , pp. 213-225
    • Orriols-Puig, A.1    Bernadó-Mansilla, E.2
  • 60
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • J. Demar, "Statistical comparisons of classifiers over multiple data sets, " J. Mach. Learn. Res., vol. 7, pp. 1-30, 2006.
    • (2006) J. Mach. Learn. Res. , vol.7 , pp. 1-30
    • Demar, J.1
  • 61
    • 77549084648 scopus 로고    scopus 로고
    • Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power
    • S. Garcá, A. Fernández, J. Luengo, and F. Herrera, "Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power, " Inf. Sci., vol. 180, no. 10, pp. 2044-2064, 2010.
    • (2010) Inf. Sci. , vol.180 , Issue.10 , pp. 2044-2064
    • Garcá, S.1    Fernández, A.2    Luengo, J.3    Herrera, F.4
  • 62
    • 0001589146 scopus 로고
    • Ranks methods for combination of independent experiments in analysis of variance
    • J. L. Hodges and E. L. Lehmann, "Ranks methods for combination of independent experiments in analysis of variance, " Ann. Math. Statist., vol. 33, pp. 482-497, 1962.
    • (1962) Ann. Math. Statist. , vol.33 , pp. 482-497
    • Hodges, J.L.1    Lehmann, E.L.2
  • 63
    • 0002294347 scopus 로고
    • A simple sequentially rejective multiple test procedure
    • S. Holm, "A simple sequentially rejective multiple test procedure, " Scandinavian J. Statist., vol. 6, pp. 65-70, 1979.
    • (1979) Scandinavian J. Statist. , vol.6 , pp. 65-70
    • Holm, S.1
  • 64
    • 79953051509 scopus 로고    scopus 로고
    • An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes
    • M. Galar, A. Fernández, E. Barrenechea, H. Bustince, and F. Herrera, "An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes, " Pattern Recog., vol. 44, no. 8, pp. 1761-1776, 2011.
    • (2011) Pattern Recog. , vol.44 , Issue.8 , pp. 1761-1776
    • Galar, M.1    Fernández, A.2    Barrenechea, E.3    Bustince, H.4    Herrera, F.5
  • 65
    • 84874667219 scopus 로고    scopus 로고
    • Analysing the classification of imbalanced data-sets with multiple classes: Binarization techniques and ad-hoc approaches
    • A. Fernández, V. López, M. Galar, M. J. del Jesus, and F. Herrera, "Analysing the classification of imbalanced data-sets with multiple classes: Binarization techniques and ad-hoc approaches, " Knowl.-Based Syst., vol. 42, pp. 97-110, 2013.
    • (2013) Knowl.-Based Syst. , vol.42 , pp. 97-110
    • Fernández, A.1    López, V.2    Galar, M.3    Del Jesus, M.J.4    Herrera, F.5
  • 66
    • 84887090067 scopus 로고    scopus 로고
    • A survey of multiple classifier systems as hybrid systems
    • M.Wózniak, M. Graña, and E. Corchado, "A survey of multiple classifier systems as hybrid systems, " Inf. Fusion, vol. 16, pp. 3-17, 2014.
    • (2014) Inf. Fusion , vol.16 , pp. 3-17
    • Wózniak, M.1    Graña, M.2    Corchado, E.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.