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Volumn 53, Issue 2, 2012, Pages 297-315

Asset portfolio optimization using support vector machines and real-coded genetic algorithm

Author keywords

Multicriteria decision making; Portfolio optimization; Real coded genetic algorithm; Support vector machines

Indexed keywords

FINANCIAL ASSETS; INTEGRATED APPROACH; MULTI CRITERIA DECISION MAKING; MULTI-CRITERIA; PORTFOLIO OPTIMIZATION; PORTFOLIO SELECTION; PORTFOLIO SELECTION PROBLEMS; PRE-DEFINED CLASS; REAL-CODED GENETIC ALGORITHM;

EID: 84863723081     PISSN: 09255001     EISSN: 15732916     Source Type: Journal    
DOI: 10.1007/s10898-011-9692-3     Document Type: Conference Paper
Times cited : (57)

References (44)
  • 1
    • 84863719611 scopus 로고    scopus 로고
    • Optimal execution of time-constrained portfolio transactions
    • Konthoghiorges, E.J., Rustem, B.,Winker, P. (eds.), Springer, UK
    • AitSahlia, F., Pardalos, P.M., Sheu, Y-C.F. : Optimal execution of time-constrained portfolio transactions. In: Konthoghiorges, E.J., Rustem, B.,Winker, P. (eds.) Computational Methods in Financial Engineering, pp. 95-102. Springer, UK (2008)
    • (2008) Computational Methods in Financial Engineering , pp. 95-102
    • AitSahlia, F.1    Pardalos, P.M.2    Sheu, Y.-C.F.3
  • 3
    • 33644685387 scopus 로고    scopus 로고
    • Mining market data: A network approach
    • Boginski, V., Butenko, S., Pardalos, P.M.: Mining market data: A network approach. Comput. Oper. Res. 33(11), 3171-3184 (2006)
    • (2006) Comput. Oper. Res. , vol.33 , Issue.11 , pp. 3171-3184
    • Boginski, V.1    Butenko, S.2    Pardalos, P.M.3
  • 4
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges, C.J.C.: A tutorial on support vector machines for pattern recognition. Data. Min. Knowl. Discov. 2(2), 955-974 (1998)
    • (1998) Data. Min. Knowl. Discov. , vol.2 , Issue.2 , pp. 955-974
    • Burges, C.J.C.1
  • 5
    • 10044235999 scopus 로고    scopus 로고
    • LIBSVM:A library for support vector machines
    • available at
    • Chang, C.C., Lin, C.J.: LIBSVM:a library for support vector machines, Software available at http://www.csie.ntu.edu.tw/~cjlin/libsvm (2001)
    • (2001) Software
    • Chang, C.C.1    Lin, C.J.2
  • 6
    • 56349127716 scopus 로고    scopus 로고
    • Constructing investment strategy portfolios by combination genetic algorithms
    • Chen, J.S., Hou, J.L., Wua, S.M., Chang-Chien, Y.W.: Constructing investment strategy portfolios by combination genetic algorithms. Exp. Syst. Appl. 36(2), 3824-3828 (2009)
    • (2009) Exp. Syst. Appl. , vol.36 , Issue.2 , pp. 3824-3828
    • Chen, J.S.1    Hou, J.L.2    Wua, S.M.3    Chang-Chien, Y.W.4
  • 11
    • 0032594950 scopus 로고    scopus 로고
    • Support vector machines for spam categorization
    • Drucker, H.,Wu, D., Vapnik, V.N.: Support vector machines for spam categorization. IEEE Trans. Neural Network 10(5), 1048-1054 (1999)
    • (1999) IEEE Trans. Neural Network , vol.10 , Issue.5 , pp. 1048-1054
    • Drucker, H.1    Wu, D.2    Vapnik, V.N.3
  • 12
  • 14
    • 33748419820 scopus 로고    scopus 로고
    • Portfolio rebalancing model with transaction costs based on fuzzy decision theory
    • Fang, Y., Lai, K.K., Wang, S.Y.: Portfolio rebalancing model with transaction costs based on fuzzy decision theory. Eur. J. Oper. Res. 175, 879-893 (2006)
    • (2006) Eur. J. Oper. Res. , vol.175 , pp. 879-893
    • Fang, Y.1    Lai, K.K.2    Wang, S.Y.3
  • 15
    • 38349045558 scopus 로고    scopus 로고
    • Asset portfolio optimization using fuzzy mathematical programming
    • Gupta, P.,Mehlawat, M.K., Saxena, A.: Asset portfolio optimization using fuzzy mathematical programming. Inform. Sci. 178, 1734-1755 (2008)
    • (2008) Inform. Sci. , vol.178 , pp. 1734-1755
    • Gupta, P.1    Mehlawat, M.K.2    Saxena, A.3
  • 16
    • 77649337781 scopus 로고    scopus 로고
    • A hybrid approach to asset allocation with simultaneous consideration of suitability and optimality
    • Gupta, P., Mehlawat, M.K., Saxena, A.: A hybrid approach to asset allocation with simultaneous consideration of suitability and optimality. Inform. Sci. 180, 2264-2285 (2010)
    • (2010) Inform. Sci. , vol.180 , pp. 2264-2285
    • Gupta, P.1    Mehlawat, M.K.2    Saxena, A.3
  • 18
    • 0026988817 scopus 로고
    • Genetic algorithms
    • Holland, J.H.: Genetic algorithms. Sci. Am. 267, 66-72 (1992)
    • (1992) Sci. Am. , vol.267 , pp. 66-72
    • Holland, J.H.1
  • 19
    • 2442665617 scopus 로고    scopus 로고
    • Credit rating analysis with support vector machines and neural networks: A market comparative study
    • Huang, Z., Chen, H., Hsu, C.J., Chen,W.H.,Wu, S.: Credit rating analysis with support vector machines and neural networks: A market comparative study. Decis. Support Syst. 37(4), 543-558 (2004)
    • (2004) Decis. Support Syst. , vol.37 , Issue.4 , pp. 543-558
    • Huang, Z.1    Chen, H.2    Hsu, C.J.3    ChenW.H.Wu, S.4
  • 22
    • 0037822222 scopus 로고    scopus 로고
    • Asymptotic behaviors of support vector machines with Gaussian kernel
    • Keerthi, S.S., Lin, C.J.: Asymptotic behaviors of support vector machines with Gaussian kernel. Neural Comput. 15(7), 1667-1689 (2003)
    • (2003) Neural Comput. , vol.15 , Issue.7 , pp. 1667-1689
    • Keerthi, S.S.1    Lin, C.J.2
  • 23
    • 54049100450 scopus 로고    scopus 로고
    • Regularized least squares fuzzy support vector regression for financial time series forecasting
    • Khemchandani, R., Jayadeva Chandra, S.: Regularized least squares fuzzy support vector regression for financial time series forecasting. Exp. Syst. Appl. 36, 132-138 (2009)
    • (2009) Exp. Syst. Appl. , vol.36 , pp. 132-138
    • Khemchandani, R.1    Jayadeva Chandra, S.2
  • 24
    • 39049093603 scopus 로고
    • Genetic algorithms for bankruptcy prediction
    • Research Report No. 01-95, Search Space Ltd. London
    • Kingdom, J., Feldman, K.: Genetic algorithms for bankruptcy prediction. Search Space Research Report No. 01-95, Search Space Ltd. London (1995)
    • (1995) Search Space
    • Kingdom, J.1    Feldman, K.2
  • 25
    • 0000863801 scopus 로고
    • Mean-absolute deviation portfolio optimization model and its applications to the Tokyo Stock Market
    • Konno, H., Yamazaki, H.: Mean-absolute deviation portfolio optimization model and its applications to the Tokyo Stock Market. Manag. Sci. 37, 519-531 (1991)
    • (1991) Manag. Sci. , vol.37 , pp. 519-531
    • Konno, H.1    Yamazaki, H.2
  • 27
    • 33845665258 scopus 로고    scopus 로고
    • Application of support vector machines to corporate credit rating prediction
    • Lee, Y.C.: Application of support vector machines to corporate credit rating prediction. Exp. Syst. Appl. 33(1), 67-74 (2007)
    • (2007) Exp. Syst. Appl. , vol.33 , Issue.1 , pp. 67-74
    • Lee, Y.C.1
  • 28
    • 40649090803 scopus 로고    scopus 로고
    • An effective decision-based genetic algorithm approach to multiobjective portfolio optimization problem
    • Lin, C.M., Gen, M.: An effective decision-based genetic algorithm approach to multiobjective portfolio optimization problem. Appl. Math. Sci. 1(5), 201-210 (2007)
    • (2007) Appl. Math. Sci. , vol.1 , Issue.5 , pp. 201-210
    • Lin, C.M.1    Gen, M.2
  • 30
    • 84995186518 scopus 로고
    • Portfolio selection
    • Markowitz, H.: Portfolio selection. J. Finance 7, 77-91 (1952)
    • (1952) J. Finance , vol.7 , pp. 77-91
    • Markowitz, H.1
  • 32
    • 0001247330 scopus 로고
    • A genetic learning algorithm for the analysis of complex data
    • Packard, N.: A genetic learning algorithm for the analysis of complex data. Complex Syst. 4, 543-572 (1990)
    • (1990) Complex Syst. , vol.4 , pp. 543-572
    • Packard, N.1
  • 33
    • 0039817487 scopus 로고
    • On the use of optimization models for portfolio selection: A review and some computational results
    • Pardalos, P.M., Sandström,M., Zopounidis, C.: On the use of optimization models for portfolio selection: A review and some computational results. Comput. Econ. 7, 227-244 (1994)
    • (1994) Comput. Econ. , vol.7 , pp. 227-244
    • Pardalos, P.M.1    Sandström, M.2    Zopounidis, C.3
  • 35
    • 0032095724 scopus 로고    scopus 로고
    • Support vectormachines for 3D object recognition
    • Pontil, M., Verri, A.: Support vectormachines for 3D object recognition. IEEE Trans. Pattern Anal. Mach. Intell. 20(6), 637-646 (1998)
    • (1998) IEEE Trans. Pattern Anal. Mach. Intell. , vol.20 , Issue.6 , pp. 637-646
    • Pontil, M.1    Verri, A.2
  • 38
    • 9244259665 scopus 로고    scopus 로고
    • An application of support vector machines in a bankruptcy prediction model
    • Shin, K.S., Lee, T.S., Kim, H.J.: An application of support vector machines in a bankruptcy prediction model. Exp. Syst. Appl. 28, 127-135 (2005)
    • (2005) Exp. Syst. Appl. , vol.28 , pp. 127-135
    • Shin, K.S.1    Lee, T.S.2    Kim, H.J.3
  • 39
    • 0000706540 scopus 로고
    • Linear programming models for portfolio optimization
    • Speranza, M.G.: Linear programming models for portfolio optimization. Finance 14, 107-123 (1993)
    • (1993) Finance , vol.14 , pp. 107-123
    • Speranza, M.G.1
  • 40
    • 0001023715 scopus 로고    scopus 로고
    • Application of support vector machines in financial time series forecasting
    • Tay, F.E.H., Cao, L.: Application of support vector machines in financial time series forecasting. Omega 29(4), 309-317 (2001)
    • (2001) Omega , vol.29 , Issue.4 , pp. 309-317
    • Tay, F.E.H.1    Cao, L.2
  • 42
    • 1842451173 scopus 로고    scopus 로고
    • A comparison of state-of-the-art classification techniques for expert automobile insurance claim fraud detection
    • Viaene, S., Derrig, R.A., Baesens, B., Dedene, G.: A comparison of state-of-the-art classification techniques for expert automobile insurance claim fraud detection. J. Risk Insur. 69(3), 373-421 (2002)
    • (2002) J. Risk Insur. , vol.69 , Issue.3 , pp. 373-421
    • Viaene, S.1    Derrig, R.A.2    Baesens, B.3    Dedene, G.4
  • 43
    • 0013489284 scopus 로고
    • Credit evaluation using a genetic algorithm
    • Coonatilake, S., Treleaven, P. (eds.), Wiley, Chichester
    • Walker, R., Haasdijk, E., Gerrets, M. : Credit evaluation using a genetic algorithm. In: Coonatilake, S., Treleaven, P. (eds.) Intelligent Systems for Finance and Business, pp. 39-59. Wiley, Chichester (1995)
    • (1995) Intelligent Systems for Finance and Business , pp. 39-59
    • Walker, R.1    Haasdijk, E.2    Gerrets, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.