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Volumn 1, Issue 2, 2010, Pages 141-163

One-stage R&D portfolio optimization with an application to solid oxide fuel cells

Author keywords

R D portfolio; Solid oxide fuel cell; Stochastic combinatorial optimization

Indexed keywords

CURRENT OPTIMIZATION; GLOBAL CONVERGENCE; PORTFOLIO OPTIMIZATION; PROBLEM MODELS; SOLID OXIDE; SOLUTION METHODS; STOCHASTIC COMBINATORIAL OPTIMIZATION; STOCHASTIC GRADIENT; TEST CASE;

EID: 79952334143     PISSN: 18683967     EISSN: 18683975     Source Type: Journal    
DOI: 10.1007/s12667-009-0008-3     Document Type: Article
Times cited : (4)

References (65)
  • 1
    • 0344182998 scopus 로고    scopus 로고
    • A simulated annealing algorithm with constant temperature for discrete stochastic optimization
    • Alrefaei, M.H., Andradottir, S.: A simulated annealing algorithm with constant temperature for discrete stochastic optimization. Manag. Sci. 45(5), 748-764 (1999).
    • (1999) Manag. Sci. , vol.45 , Issue.5 , pp. 748-764
    • Alrefaei, M.H.1    Andradottir, S.2
  • 2
    • 0035899624 scopus 로고    scopus 로고
    • A modification of the stochastic ruler method for discrete stochastic optimization
    • Alrefaei, M.H., Andradottir, S.: A modification of the stochastic ruler method for discrete stochastic optimization. Eur. J. Oper. Res. 133(1), 160-182 (2001).
    • (2001) Eur. J. Oper. Res. , vol.133 , Issue.1 , pp. 160-182
    • Alrefaei, M.H.1    Andradottir, S.2
  • 3
    • 18744388313 scopus 로고    scopus 로고
    • Discrete stochastic optimization using variants of the stochastic ruler method
    • Alrefaei, M.H., Andradottir, S.: Discrete stochastic optimization using variants of the stochastic ruler method. Nav. Res. Logist. 52(4), 344-360 (2005).
    • (2005) Nav. Res. Logist. , vol.52 , Issue.4 , pp. 344-360
    • Alrefaei, M.H.1    Andradottir, S.2
  • 4
    • 0000930049 scopus 로고
    • Amethod for discrete stochastic optimization
    • Andradottir, S.: Amethod for discrete stochastic optimization. Manag. Sci. 41(12), 1946-1961 (1995).
    • (1995) Manag. Sci. , vol.41 , Issue.12 , pp. 1946-1961
    • Andradottir, S.1
  • 5
    • 0000450089 scopus 로고    scopus 로고
    • Accelerating the convergence of random search methods for discrete stochastic optimization
    • Andradottir, S.: Accelerating the convergence of random search methods for discrete stochastic optimization. ACM Trans. Model. Comput. Simul. 9(4), 349-380 (1999).
    • (1999) ACM Trans. Model. Comput. Simul. , vol.9 , Issue.4 , pp. 349-380
    • Andradottir, S.1
  • 6
    • 0040372448 scopus 로고
    • A linear programming model for the allocation of R&D efforts
    • Asher, D.T.: A linear programming model for the allocation of R&D efforts. IRE Trans. Eng. Manag. 9, 154-157 (1962).
    • (1962) IRE Trans. Eng. Manag. , vol.9 , pp. 154-157
    • Asher, D.T.1
  • 7
    • 0022093911 scopus 로고
    • Parallel funding of R&D tasks with probabilistic outcomes
    • Bard, J.F.: Parallel funding of R&D tasks with probabilistic outcomes. Manag. Sci. 31(7), 814-828 (1985).
    • (1985) Manag. Sci. , vol.31 , Issue.7 , pp. 814-828
    • Bard, J.F.1
  • 8
    • 0035252463 scopus 로고    scopus 로고
    • Balancing and optimizing a portfolio of R&D projects
    • Beaujon, G.J., Marin, S.P., McDonald, G.C.: Balancing and optimizing a portfolio of R&D projects. J. Oper. Res. Soc. 48(1), 18-40 (2001).
    • (2001) J. Oper. Res. Soc. , vol.48 , Issue.1 , pp. 18-40
    • Beaujon, G.J.1    Marin, S.P.2    McDonald, G.C.3
  • 10
    • 0019563384 scopus 로고
    • Variable-base budgeting for R&D
    • Blanning, R.W.: Variable-base budgeting for R&D. Manag. Sci. 27(5), 547-558 (1981).
    • (1981) Manag. Sci. , vol.27 , Issue.5 , pp. 547-558
    • Blanning, R.W.1
  • 11
    • 0021819411 scopus 로고
    • A thermodynamical approach to the traveling salesman problem: an efficient simulation algorithm
    • Cerny, V.: A thermodynamical approach to the traveling salesman problem: an efficient simulation algorithm. J. Optim. Theory Appl. 45, 41-51 (1985).
    • (1985) J. Optim. Theory Appl. , vol.45 , pp. 41-51
    • Cerny, V.1
  • 13
    • 28644446278 scopus 로고    scopus 로고
    • Evolutionary policy iteration for solving Markov decision processes
    • Chang, H.S., Lee, H.G., Fu, M.C., Marcus, S.I.: Evolutionary policy iteration for solving Markov decision processes. IEEE Trans. Autom. Control 50, 1804-1808 (2005).
    • (2005) IEEE Trans. Autom. Control , vol.50 , pp. 1804-1808
    • Chang, H.S.1    Lee, H.G.2    Fu, M.C.3    Marcus, S.I.4
  • 14
    • 0042189712 scopus 로고
    • A chance-constrained model for real-time control in research and development management
    • Charnes, A., Stedry, A.C.: A chance-constrained model for real-time control in research and development management. Manag. Sci. 12(8), B353-B362 (1966).
    • (1966) Manag. Sci. , vol.12 , Issue.8
    • Charnes, A.1    Stedry, A.C.2
  • 15
    • 33845807891 scopus 로고    scopus 로고
    • Efficient dynamic simulation allocation in ordinal optimization
    • Chen, C.H., He, D., Fu, M.: Efficient dynamic simulation allocation in ordinal optimization. IEEE Trans. Autom. Control 51(12), 2005-2009 (2006).
    • (2006) IEEE Trans. Autom. Control , vol.51 , Issue.12 , pp. 2005-2009
    • Chen, C.H.1    He, D.2    Fu, M.3
  • 16
    • 0034225544 scopus 로고    scopus 로고
    • Simulation budget allocation for further enhancing the efficiency of ordinal optimization
    • Chen, C.H., Lin, J., Yücesan, E., Chick, S.E.: Simulation budget allocation for further enhancing the efficiency of ordinal optimization. Discrete Event Dyn. Syst. 10(3), 251-270 (2000).
    • (2000) Discrete Event Dyn. Syst. , vol.10 , Issue.3 , pp. 251-270
    • Chen, C.H.1    Lin, J.2    Yücesan, E.3    Chick, S.E.4
  • 17
    • 0018430505 scopus 로고
    • An application and case history of a dynamic R&D portfolio selection model
    • Chiu, L., Gear, T.E.: An application and case history of a dynamic R&D portfolio selection model. IEEE Trans. Eng. Manag. 26, 2-7 (1979).
    • (1979) IEEE Trans. Eng. Manag. , vol.26 , pp. 2-7
    • Chiu, L.1    Gear, T.E.2
  • 18
    • 0037519305 scopus 로고    scopus 로고
    • Multiple criteria R&D project selection and scheduling using fuzzy logic
    • Coffin, M.A., Taylor, B.W.: Multiple criteria R&D project selection and scheduling using fuzzy logic. Comput. Oper. Res. 23(3), 207-220 (1996).
    • (1996) Comput. Oper. Res. , vol.23 , Issue.3 , pp. 207-220
    • Coffin, M.A.1    Taylor, B.W.2
  • 19
    • 45149113095 scopus 로고    scopus 로고
    • A stochastic programming approach for clinical trial planning in new drug development
    • Colvin, M., Maravelias, C.T.: A stochastic programming approach for clinical trial planning in new drug development. Comput. Chem. Eng., 2626-2642 (2007).
    • (2007) Comput. Chem. Eng. , pp. 2626-2642
    • Colvin, M.1    Maravelias, C.T.2
  • 20
    • 4444232979 scopus 로고    scopus 로고
    • Pareto ant colony optimization: a metaheuristic approach to multiobjective portfolio selection
    • Doerner, K., Gutjahr, W.J., Hartl, R.F., Strauss, C., Stummer, C.: Pareto ant colony optimization: a metaheuristic approach to multiobjective portfolio selection. Ann. Oper. Res. 131, 79-99 (2004).
    • (2004) Ann. Oper. Res. , vol.131 , pp. 79-99
    • Doerner, K.1    Gutjahr, W.J.2    Hartl, R.F.3    Strauss, C.4    Stummer, C.5
  • 21
    • 0003401932 scopus 로고
    • PhD thesis, Dipartimento di Elettronica e Informazione, Politecnico di Milano, IT
    • Dorigo, M.: Optimization, learning and natural algorithms. PhD thesis, Dipartimento di Elettronica e Informazione, Politecnico di Milano, IT (1992).
    • (1992) Optimization, learning and natural algorithms
    • Dorigo, M.1
  • 22
    • 33645894172 scopus 로고    scopus 로고
    • Constructing and evaluating balanced portfolios of R&D projects with interactions: a DEA based methodology
    • Eilat, H., Golany, B., Shtub, A.: Constructing and evaluating balanced portfolios of R&D projects with interactions: a DEA based methodology. Eur. J. Oper. Res. 172(3), 1018-1039 (2006).
    • (2006) Eur. J. Oper. Res. , vol.172 , Issue.3 , pp. 1018-1039
    • Eilat, H.1    Golany, B.2    Shtub, A.3
  • 23
    • 34548830414 scopus 로고    scopus 로고
    • A mixed R&D projects and securities portfolio selection model
    • Fang, Y., Chen, L., Fukushima, M.: A mixed R&D projects and securities portfolio selection model. Eur. J. Oper. Res. 185(2), 700-715 (2008).
    • (2008) Eur. J. Oper. Res. , vol.185 , Issue.2 , pp. 700-715
    • Fang, Y.1    Chen, L.2    Fukushima, M.3
  • 24
    • 21344432659 scopus 로고
    • Probabilistic search with overrides
    • Fox, B.L., Heine, G.W.: Probabilistic search with overrides. Ann. Appl. Probab. 5(4), 1087-1094 (1995).
    • (1995) Ann. Appl. Probab. , vol.5 , Issue.4 , pp. 1087-1094
    • Fox, B.L.1    Heine, G.W.2
  • 25
    • 0040966651 scopus 로고
    • A stochastic model for determining the size and allocation of the research budget
    • Freeman, R.J.: A stochastic model for determining the size and allocation of the research budget. IRE Trans. Eng. Manag. 7, 2-7 (1960).
    • (1960) IRE Trans. Eng. Manag. , vol.7 , pp. 2-7
    • Freeman, R.J.1
  • 26
    • 0000013448 scopus 로고
    • Simulated annealing with noisy or imprecise energy measurements
    • Gelfand, S.B.,Mitter, S.K.: Simulated annealing with noisy or imprecise energy measurements. J. Optim. Theory Appl. 62(1), 49-62 (1989).
    • (1989) J. Optim. Theory Appl. , vol.62 , Issue.1 , pp. 49-62
    • Gelfand, S.B.1    Mitter, S.K.2
  • 28
    • 38549156178 scopus 로고    scopus 로고
    • Valuing R&D projects in a portfolio: Evidence from the pharmaceutical industry
    • Girotra, K., Terwiesch, C., Ulrich, K.T.: Valuing R&D projects in a portfolio: Evidence from the pharmaceutical industry. Manag. Sci. 53, 1452 (2007).
    • (2007) Manag. Sci. , vol.53 , pp. 1452
    • Girotra, K.1    Terwiesch, C.2    Ulrich, K.T.3
  • 30
    • 35248846073 scopus 로고    scopus 로고
    • A converging aco algorithm for stochastic combinatorial optimization
    • Albrecht, A., Steinhoefl, K. (eds.). LNCS. Springer, Berlin
    • Gutjahr, W.J.: A converging aco algorithm for stochastic combinatorial optimization. In: Albrecht, A., Steinhoefl, K. (eds.) Stochastic Algorithms: Foundations and Applications. LNCS, vol. 2827, pp. 10-25. Springer, Berlin (2003).
    • (2003) Stochastic Algorithms: Foundations and Applications , vol.2827 , pp. 10-25
    • Gutjahr, W.J.1
  • 31
    • 0002678158 scopus 로고    scopus 로고
    • Simulated annealing for noisy cost functions
    • Gutjahr, W.J., Pflug, G.C.: Simulated annealing for noisy cost functions. J. Glob. Optim. 8, 1-13 (1996).
    • (1996) J. Glob. Optim. , vol.8 , pp. 1-13
    • Gutjahr, W.J.1    Pflug, G.C.2
  • 32
    • 77952199276 scopus 로고    scopus 로고
    • Proof of convergence for evolutionary policy iteration under a sampling regime
    • to appear
    • Hannah, L.A., Powell, W.B.: Proof of convergence for evolutionary policy iteration under a sampling regime. IEEE Trans. Autom. Control Lett. (2010, to appear).
    • (2010) IEEE Trans. Autom. Control Lett.
    • Hannah, L.A.1    Powell, W.B.2
  • 34
    • 0003463297 scopus 로고
    • Adaptation in Natural and Artificial Systems
    • University of Michigan Press, Ann Arbor
    • Holland, J.H.: Adaptation in Natural and Artificial Systems. University of Michigan Press, Ann Arbor (1975).
    • (1975)
    • Holland, J.H.1
  • 36
    • 0027048134 scopus 로고
    • Multiobjective R and D portfolio analysis in highly uncertain environments
    • 27-31 October 1991
    • Iyigun, M.G.: Multiobjective R and D portfolio analysis in highly uncertain environments. In: Technology Management: the New International Language, 27-31 October 1991, pp. 335-341 (1991).
    • (1991) Technology Management: the New International Language , pp. 335-341
    • Iyigun, M.G.1
  • 37
    • 21044438483 scopus 로고    scopus 로고
    • Evolutionary optimization in uncertain environments-a survey
    • Jin, Y., Branke, J.: Evolutionary optimization in uncertain environments-a survey. IEEE Trans. Evol. Comput. 9, 303-317 (2005).
    • (2005) IEEE Trans. Evol. Comput. , vol.9 , pp. 303-317
    • Jin, Y.1    Branke, J.2
  • 38
    • 0346824899 scopus 로고
    • Allocation of research and development funds: a zero-one goal programming approach
    • Keown, A.J.: Allocation of research and development funds: a zero-one goal programming approach. Omega 7(4), 345-351 (1979).
    • (1979) Omega , vol.7 , Issue.4 , pp. 345-351
    • Keown, A.J.1
  • 39
    • 26444479778 scopus 로고
    • Optimization by simulated annealing
    • Kirkpatrick, S., Gelatt, C.D., Vecchi, M.P.: Optimization by simulated annealing. Science 220(4598), 671-680 (1983).
    • (1983) Science , vol.220 , Issue.4598 , pp. 671-680
    • Kirkpatrick, S.1    Gelatt, C.D.2    Vecchi, M.P.3
  • 40
    • 0037118778 scopus 로고    scopus 로고
    • Decision support system for multicriterial R&D and information systems projects selection
    • Klapka, J., Pinos, P.: Decision support system for multicriterial R&D and information systems projects selection. Eur. J. Oper. Res. 140(2), 434-446 (2002).
    • (2002) Eur. J. Oper. Res. , vol.140 , Issue.2 , pp. 434-446
    • Klapka, J.1    Pinos, P.2
  • 41
    • 0000882795 scopus 로고
    • Extension of multiple range tests to group means with unequal numbers of replications
    • Kramer, C.Y.: Extension of multiple range tests to group means with unequal numbers of replications. Biometrics 12(3), 307-310 (1956).
    • (1956) Biometrics , vol.12 , Issue.3 , pp. 307-310
    • Kramer, C.Y.1
  • 42
    • 0035246091 scopus 로고    scopus 로고
    • Selecting R&D projects at BMW: a case study of adopting mathematical programming models
    • Loch, C.H., Pich, M.T., Terwiesch, C., Urbschat, M.: Selecting R&D projects at BMW: a case study of adopting mathematical programming models. IEEE Trans. Eng. Manag. 48(1), 70-80 (2001).
    • (2001) IEEE Trans. Eng. Manag. , vol.48 , Issue.1 , pp. 70-80
    • Loch, C.H.1    Pich, M.T.2    Terwiesch, C.3    Urbschat, M.4
  • 43
    • 0014838118 scopus 로고
    • Probabilistic networks and R&D portfolio selection
    • Lockett, A.G., Freeman, P.: Probabilistic networks and R&D portfolio selection. Oper. Res. Q. 21(3), 353-359 (1970).
    • (1970) Oper. Res. Q. , vol.21 , Issue.3 , pp. 353-359
    • Lockett, A.G.1    Freeman, P.2
  • 44
    • 33846027145 scopus 로고    scopus 로고
    • A multiobjective evolutionary approach for linearly constrained project selection under uncertainty
    • Medaglia, A.L., Graves, S.B., Ringuest, J.L.: A multiobjective evolutionary approach for linearly constrained project selection under uncertainty. Eur. J. Oper. Res. 179, 869-894 (2007).
    • (2007) Eur. J. Oper. Res. , vol.179 , pp. 869-894
    • Medaglia, A.L.1    Graves, S.B.2    Ringuest, J.L.3
  • 46
    • 0001565276 scopus 로고    scopus 로고
    • On optimal allocation of indivisibles under uncertainty
    • Norkin, V.I., Ermoliev, Y.M., Ruszczynski, A.: On optimal allocation of indivisibles under uncertainty. Oper. Res. 46(3), 381-395 (1998).
    • (1998) Oper. Res. , vol.46 , Issue.3 , pp. 381-395
    • Norkin, V.I.1    Ermoliev, Y.M.2    Ruszczynski, A.3
  • 48
    • 0024613296 scopus 로고
    • The linear multi-objective R&D project selection problem
    • Ringuest, J.L., Graves, S.B.: The linear multi-objective R&D project selection problem. IEEE Trans. Eng. Manag. 36(1), 54-57 (1989).
    • (1989) IEEE Trans. Eng. Manag. , vol.36 , Issue.1 , pp. 54-57
    • Ringuest, J.L.1    Graves, S.B.2
  • 49
    • 0025430208 scopus 로고
    • The linear R&D project selection problem: an alternative to net present value
    • Ringuest, J.L., Graves, S.B.: The linear R&D project selection problem: an alternative to net present value. IEEE Trans. Eng. Manag. 37(2), 143-146 (1990).
    • (1990) IEEE Trans. Eng. Manag. , vol.37 , Issue.2 , pp. 143-146
    • Ringuest, J.L.1    Graves, S.B.2
  • 50
    • 0344442910 scopus 로고    scopus 로고
    • Mean-Gini analysis in R&D portfolio selection
    • Ringuest, J.L., Graves, S.B., Case, R.H.: Mean-Gini analysis in R&D portfolio selection. Eur. J. Oper. Res. 154, 157-169 (2004).
    • (2004) Eur. J. Oper. Res. , vol.154 , pp. 157-169
    • Ringuest, J.L.1    Graves, S.B.2    Case, R.H.3
  • 51
    • 0037065272 scopus 로고    scopus 로고
    • Real options based analysis of optimal pharmaceutical research and development portfolios
    • Rogers, M.J., Gupta, A., Maranas, C.D.: Real options based analysis of optimal pharmaceutical research and development portfolios. Ind. Eng. Chem. Res. 41(25), 6607-6620 (2002).
    • (2002) Ind. Eng. Chem. Res. , vol.41 , Issue.25 , pp. 6607-6620
    • Rogers, M.J.1    Gupta, A.2    Maranas, C.D.3
  • 52
    • 0028203106 scopus 로고
    • Convergence analysis of canonical genetic algorithms
    • Rudolph, G.: Convergence analysis of canonical genetic algorithms. IEEE Trans. Neural Netw. 5(1), 96-101 (1994).
    • (1994) IEEE Trans. Neural Netw. , vol.5 , Issue.1 , pp. 96-101
    • Rudolph, G.1
  • 53
    • 0003059188 scopus 로고    scopus 로고
    • Finite Markov chain results in evolutionary computation: a tour d'horizon
    • Rudolph, G.: Finite Markov chain results in evolutionary computation: a tour d'horizon. Fundam. Inform. 35, 67-89 (1998).
    • (1998) Fundam. Inform. , vol.35 , pp. 67-89
    • Rudolph, G.1
  • 54
    • 0030574822 scopus 로고    scopus 로고
    • A decision model for independent information selection
    • Santhanam, R., Kyparisis, G.J.: A decision model for independent information selection. Eur. J. Oper. Res. 89(2), 380-399 (1996).
    • (1996) Eur. J. Oper. Res. , vol.89 , Issue.2 , pp. 380-399
    • Santhanam, R.1    Kyparisis, G.J.2
  • 55
    • 0027694293 scopus 로고
    • A model for R&D selection with combined benefit, outcome and resource interactions
    • Schmidt, R.L.: A model for R&D selection with combined benefit, outcome and resource interactions. IEEE Trans. Eng. Manag. 40(4), 403-410 (1993).
    • (1993) IEEE Trans. Eng. Manag. , vol.40 , Issue.4 , pp. 403-410
    • Schmidt, R.L.1
  • 56
    • 0000350399 scopus 로고    scopus 로고
    • Nested partitions method for stochastic optimization
    • Shi, L., Olafsson, S.: Nested partitions method for stochastic optimization. Methodol. Comput. Appl. Probab. 2(3), 271-291 (2000).
    • (2000) Methodol. Comput. Appl. Probab. , vol.2 , Issue.3 , pp. 271-291
    • Shi, L.1    Olafsson, S.2
  • 57
    • 0011805097 scopus 로고
    • Effectiveness of mathematical models for R&D project selection
    • Souder, W.E.: Effectiveness of mathematical models for R&D project selection. Manag. Sci. 19(8), 907-923 (1973).
    • (1973) Manag. Sci. , vol.19 , Issue.8 , pp. 907-923
    • Souder, W.E.1
  • 58
    • 0026839090 scopus 로고
    • Multivariate stochastic approximation using a simultaneous perturbation gradient approximation
    • Spall, J.C.: Multivariate stochastic approximation using a simultaneous perturbation gradient approximation. IEEE Trans. Autom. Control 37(3), 332-341 (1992).
    • (1992) IEEE Trans. Autom. Control , vol.37 , Issue.3 , pp. 332-341
    • Spall, J.C.1
  • 59
    • 0037934558 scopus 로고    scopus 로고
    • Interactive R&D portfolio analysis with project interdependencies and time profiles of multiple objectives
    • Stummer, C., Heidenberger, K.: Interactive R&D portfolio analysis with project interdependencies and time profiles of multiple objectives. IEEE Trans. Eng. Manag. 50(2), 175-183 (2003).
    • (2003) IEEE Trans. Eng. Manag. , vol.50 , Issue.2 , pp. 175-183
    • Stummer, C.1    Heidenberger, K.2
  • 60
    • 33750473344 scopus 로고    scopus 로고
    • Optimal decision indices for R&D project evaluation in the pharmaceutical industry: Pearson index versus Gittins index
    • Talias, M.A.: Optimal decision indices for R&D project evaluation in the pharmaceutical industry: Pearson index versus Gittins index. Eur. J. Oper. Res. 177(2), 1105-1112 (2007).
    • (2007) Eur. J. Oper. Res. , vol.177 , Issue.2 , pp. 1105-1112
    • Talias, M.A.1
  • 61
    • 0020192468 scopus 로고
    • R&D project selection and manpower allocation with integer nonlinear goal programming
    • Taylor, B.W., Moore, L.J., Clayton, E.R.: R&D project selection and manpower allocation with integer nonlinear goal programming. Manag. Sci. 28(10), 1149-1158 (1982).
    • (1982) Manag. Sci. , vol.28 , Issue.10 , pp. 1149-1158
    • Taylor, B.W.1    Moore, L.J.2    Clayton, E.R.3
  • 63
    • 33748255465 scopus 로고    scopus 로고
    • A fuzzy set approach for R&D portfolio selection using a real options valuation model
    • Wang, J., Hwang, W.L.: A fuzzy set approach for R&D portfolio selection using a real options valuation model. Omega 35(3), 247-257 (2007).
    • (2007) Omega , vol.35 , Issue.3 , pp. 247-257
    • Wang, J.1    Hwang, W.L.2
  • 64
    • 0001215366 scopus 로고
    • Capital budgeting of interrelates projects: survey and synthesis
    • Weingartner, H.M.: Capital budgeting of interrelates projects: survey and synthesis. Manag. Sci. 12(7), 485-516 (1966).
    • (1966) Manag. Sci. , vol.12 , Issue.7 , pp. 485-516
    • Weingartner, H.M.1
  • 65
    • 0026868674 scopus 로고
    • Stochastic discrete optimization
    • Yan, D., Mukai, H.: Stochastic discrete optimization. SIAM J. Control Optim. 30(3), 594-612 (1992).
    • (1992) SIAM J. Control Optim. , vol.30 , Issue.3 , pp. 594-612
    • Yan, D.1    Mukai, H.2


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