Abstract
The field of goal programming is continuing to develop at a rapid pace. New variants of the goal programming model are being introduced into the literature and existing variants combined together to form a more comprehensive and flexible modelling structure. Goal programming is also being applied to wide a range of modern applications and is increasingly being used in combination with other techniques from operations research and artificial intelligence to enhance its modelling flexibility. This paper presents a review of the field of goal programming focussing on recent developments. The current range of goal programming variants is described. The range of techniques that goal programming has been combined or integrated with is discussed. A range of modern applications of goal programming are given and conclusions are drawn.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsReferences
Abd El-Wahed, W.F., Lee, S.M.: Interactive fuzzy goal programming for multi-objective transportation problems. Omega-Int. J. Manag. Sci. 34, 158–166 (2006)
Abdelaziz, F.B., El Fayedh, R., Rao, A.: A discrete stochastic goal program for portfolio selection: the case of United Arab Emirates Equity Market. INFOR 47, 5–13 (2009)
Adan, I., Bekkers, J., Dellaert, N., Jeunet, J., Vissers, J.: Improving operational effectiveness of tactical master plans for emergency and elective patients under stochastic demand and capacitated resources. Eur. J. Oper. Res. 213, 290–308 (2011)
Amiri, M., Salehi-Sadaghiani, J.: A methodology for optimizing statistical multi-response problems using fuzzy goal programming. Scientia Iranica 15, 389–397 (2008)
Arenas, M., Bilbao, A., Perez, B., Rodriguez, M.V.: Fuzzy extended lexicographic goal programming. In: LopezDiaz, M., Gil, M.A., Grzegorzewski, P., Hryniewicz, O., Lawry, J. (eds.) Soft Methodology and Random Information Systems, Advances in Soft Computing, pp. 543–550. Springer, Berlin (2004)
Arora, S.R., Gupta, R.: Interactive fuzzy goal programming approach for bilevel programming problem. Eur. J. Oper. Res. 194, 368–376 (2008)
Arunraj, N.S., Maiti, J.: Risk-based maintenance policy selection using AHP and goal programming. Saf. Sci. 48, 238–247 (2010)
Babic, Z., Peric, T.: Optimization of livestock feed blend by use of goal programming. Int. J. Prod. Econ. 130, 218–223 (2011)
Baek, W., Ignizio, J.P.: Pattern-classification via linear-programming. Comput. Ind. Eng. 25, 393–396 (1993)
Ballestero, E., Perez-Gladish, B., Arenas-Parra, M., Bilbao-Terol, A.: Selecting portfolios given multiple Eurostoxx-based uncertainty scenarios: a stochastic goal programming approach from fuzzy betas. INFOR 47, 59–70 (2009)
Baykasoglu, A.: Preemptive goal programming using simulated annealing. Eng. Optim. 37, 49–63 (2005)
Bhattacharya, A.: A goal programming approach for developing pre-harvest forecasts of crop yield. J. Oper. Res. Soc. 57, 1014–1017 (2006)
Brans, J.P., Vincke, P., Mareschal, B.: A preference ranking organization method. Manag. Sci. 31, 647–656 (1985)
Bryson, N.: A goal programming method for generating priority vectors. J. Oper. Res. Soc. 46, 641–648 (1995)
Caballero, R., Gomez, T., Molina, J., Fosado, O., Leon, M.A., Garofal, M., Saavedra, B.: Sawing planning using a multicriteria approach. J. Ind. Manag. Optim. 8, 303–317 (2009)
Caballero, R., Hernandez, M.: Restoration of efficiency in a goal programming problem with linear fractional criteria. Eur. J. Oper. Res. 172, 31–39 (2006)
Caballero, R., Luque, M., Molina, J., Ruiz, F.: MOPEN: a computational package for linear multiobjective and goal programming problems. Decis. Support Syst. 41, 160–175 (2005)
Caballero, R., Ruiz, F., Uria, M.V., Romero, C.: Interactive meta-goal programming. Eur. J. Oper. Res. 175, 135–154 (2006)
Can, E.K., Houck, M.H.: Real time reservoir operations by goal programming. J. Water Resour. Plan. Manag. 110, 297–309 (1984)
Chan, F.T.S., Shukla, M., Tiwari, M.K., Shankar, R., Choy, K.L.: B2B multi-attribute e-procurement: an artificial immune system based goal programming approach. Int. J. Prod. Res. 49, 321–341 (2011)
Chan, F.T.S., Swarnkar, R.: Ant colony optimization approach to a fuzzy goal programming model for a machine tool selection and operation allocation problem in an FMS. Robot. Comput-Integr. Manuf. 22, 353–362 (2006)
Chang, C.T.: Mixed binary interval goal programming. J. Oper. Res. Soc. 57, 469–473 (2006)
Chang, C.T.: Multi-choice goal programming. Omega-Int. J. Manag. Sci. 35, 389–396 (2007)
Chang, C.T.: Revised multi-choice goal programming. Appl. Math. Model. 32, 2587–2595 (2008)
Chang, Y.C., Lee, N.: A multi-objective goal programming airport selection model for low-cost carriers’ networks. Transp. Res. E-Logist. Transp. Rev. 46, 709–718 (2010)
Charnes, A., Collomb, B.: Optimal economic stabilization policy: linear goal-interval programming models. Socioecon. Plann. Sci. 6, 431–435 (1972)
Charnes, A., Cooper, W.W.: Management Models and Industrial Applications of Linear Programming. Wiley, New York (1961)
Charnes, A., Cooper, W.W.: Programming with linear fractional functionals. Nav. Res. Logist. Q. 9, 181–186 (1961)
Charnes, A., Cooper, W.W., Harrald, J., Karwan, K., Wallace, W.: A goal interval programming model for resource allocation in a marine environmental protection problem. J. Environ. Econ. Manag. 3, 347–362 (1976)
Charnes, A., Cooper, W.W., Ferguson, R.: Optimal estimation of executive compensation by linear programming. Manag. Sci. 1, 138–151 (1955)
Charnes, A., Cooper, W.W., Rhodes, E.: Measuring the efficiency of decision making units. Eur. J. Oper. Res. 2, 429–444 (1978)
Charnes, A., Cooper, W.W., Sueyoshi, T.: A goal programming constrained regression review of the Bell system breakup. Manag. Sci. 34, 1–26 (1988)
Chen, K.H., Su, C.T.: Activity assigning of fourth party logistics by particle swarm optimization-based preemptive fuzzy integer goal programming. Expert Syst. Appl. 37, 3630–3637 (2010)
Cooper, W.W.: Origins, uses of, and relations between goal programming and data envelopment analysis. J. Multi-Criteria Decis. Anal. 15, 3–11 (2005)
Coshall, J.T., Charlesworth, R.: A management orientated approach to combination forecasting of tourism demand. Tour. Manage. 32, 759–776 (2010)
Cowan, K., Daim, T., Anderson, T.: Exploring the impact of technology development and adoption for sustainable hydroelectric power and storage technologies in the Pacific Northwest United States. Energy 35, 4771–4779 (2010)
Da Silva, L.M.S., Rodriguez, L.C.E., Caixeta, J.V., Bauch, S.C.: Fitting a taper function to minimize the sum of absolute deviations. Scientia Agricola 63, 460–470 (2006)
de Andres, R., Garcia-Lapresta, J.L., Gonzalez-Pachon, J.: Performance appraisal based on distance function methods. Eur. J. Oper. Res. 207, 1599–1607 (2010)
de Oliveira, L.S., Saramago, S.F.P.: Multiobjective optimization techniques applied to engineering problems. J. Brazilian Soc. Mech. Sci. Eng. 32, 94–105 (2010)
Deb, K.: Multi-Objective Optimization Using Evolutionary Algorithms. Wiley, New York (2001)
Despotis, D.K.: Fractional minmax goal programming: a unified approach to priority estimation and preference analysis in MCDM. J. Oper. Res. Soc. 47, 989–999 (1996)
Dharmapala, P.S., Ghosh, J.B., Saber, H.M.: Market- and merit-based adjustment of faculty salaries. Asia-Pacific J. Oper. Res. 24, 1–19 (2007)
Dua, R., Bhandari, N., Kumar, V.: Multi-criteria optimization for obtaining efficiently blended transformer oils. IEEE Trans. Dielectr. Electr. Insul. 15, 879–887 (2008)
Dyer, J.S.: Interactive goal programming. Manag. Sci. 19, 62–70 (1973)
Ehrgott, M., Gandibleux, X.: Multiobjective combinatorial optimization—theory, methodology, and applications. In: Ehrgott, M., Gandibleux, X. (eds.) Multi-Criteria Optimization—State of the Art Annotated Bibliographic Surveys, pp. 369–444. Kluwer Academic Publishers, Boston (2002)
Ekinci, Y.: Demand assignment: a DEA and goal programming approach. In: Demiralp, M., Udriste, C., Bognar, G., Soni, R., Nassar, H. (eds.) Applied Mathematics for Science and Engineering, pp. 394–397. World Scientific and Engineering Acad and Soc, Athens (2007)
Famuyiwa, O., Monplaisir, L., Nepal, B.: An integrated fuzzy-goal-programming-based framework for selecting suppliers in strategic alliance formation. Int. J. Prod. Econ. 113, 862–875 (2008)
Fasakhodi, A.A., Nouri, S.H., Amini, M.: Water resources sustainability and optimal cropping pattern in farming systems; a multi-objective fractional goal programming approach. Water Resour. Manag. 24, 4639–4657 (2010)
Flavell, R.B.: A new goal programming formulation. Omega 4, 731–732 (1976)
Fleskens, L., de Graaff, J.: Conserving natural resources in olive orchards on sloping land: alternative goal programming approaches towards effective design of cross-compliance and agri-environmental measures. Agr. Syst. 103, 521–534 (2010)
Freed, N., Glover, F.: Simple but powerful goal programming-models for discriminant problems. Eur. J. Oper. Res. 7, 44–60 (1981)
Freed, N., Glover, F.: Resolving certain difficulties and improving the classification power of LP discriminant-analysis formulations. Decis. Sci. 17, 589–595 (1986)
Garcia, F., Guijarro, F., Moya, I.: A goal programming approach to estimating performance weights for ranking firms. Comput. Oper. Res. 37, 1597–1609 (2010)
Gardiner, L., Steuer, R.: Unified interactive multiple objective programming. Eur. J. Oper. Res. 74, 391–406 (1994)
Gass, S.I.: The setting of weights in linear goal-programming problems. Comput. Oper. Res. 14, 227–229 (1987)
Ghoseiri, K., Ghannadpour, S.F.: Multi-objective vehicle routing problem with time windows using goal programming and genetic algorithm. Appl. Soft Comput. 10, 1096–1107 (2010)
Glover, F., Sueyoshi, T.: Contributions of Professor William W Cooper in operations research and management science. Eur. J. Oper. Res. 197, 1–16 (2009)
Gong, Z.W., Li, L.S., Forrest, J., Zhao, Y.: The optimal priority models of the intuitionistic fuzzy preference relation and their application in selecting industries with higher meteorological sensitivity. Expert Syst. Appl. 38, 4394–4402 (2011)
Gonzalez-Pachon, J., Romero, C.: The design of socially optimal decisions in a consensus scenario. Omega-Int. J. Manag. Sci. 39, 179–185 (2011)
Hannan, E.L.: Nondominance in goal programming. INFOR 18, 300–309 (1980)
Hannan, E.L.: On fuzzy goal programming. Decis. Sci. 12, 522–531 (1981)
Hejazi, T.H., Bashiri, M., Noghondarian, K., Atkinson, C.: Multiresponse optimization with consideration of probabilistic covariates. Qual. Reliab. Eng. Int. 27, 437–449 (2010)
Ignizio, J.P.: Goal Programming and Extensions. Lexington Books, Lexington (1976)
Ignizio, J.P.: Optimal maintenance headcount allocation: an application of Chebyshev goal programming. Int. J. Prod. Res. 42, 201–210 (2004)
Ignizio, J.P., Cavalier, T.: Linear Programming. Prentice-Hall, Upper Saddle River (1994)
Janssen, R., van Herwijnen, M., Stewart, T.J., Aerts, J.C.J.H.: Multiobjective decision support for land-use planning. Environ. Plann. B-Plann. Des. 35, 740–756 (2008)
Jerbi, B., Kamoun, H.: Multiobjective study to implement outpatient appointment system at Hedi Chaker Hospital. Simul. Model. Pract. Theory 19, 1363–1370 (2011)
Jha, P.C., Aggarwal, R., Gupta, A.: Optimal media planning for multi-products in segmented market. Appl. Math. Comput. 217, 6802–6818 (2011)
Jolai, F., Yazdian, S.A., Shahanaghi, K., Khojasteh, M.A.: Integrating fuzzy TOPSIS and multi-period goal programming for purchasing multiple products from multiple suppliers. J. Purch. Supply Manag. 17, 42–53 (2011)
Jones, D.F.: A practical weight sensitivity algorithm for goal and multiple objective programming. Eur. J. Oper. Res. 213, 238–245 (2011)
Jones, D.F., Collins, A., Hand, C.: A classification model based on goal programming with non-standard preference functions with application to prediction of cinema-going behaviour. Eur. J. Oper. Res. 177, 515–524 (2007)
Jones, D.F., Mardle, S.J.: A distance-metric methodology for the derivation of weights from a pairwise comparison matrix. J. Oper. Res. Soc. 55, 869–875 (2004)
Jones, D.F., Tamiz, M.: Improving the flexibility of goal programming via preference modelling techniques. Omega 23, 41–48 (1995)
Jones, D.F., Tamiz, M.: Goal Programming in the period 1990–2000. In: Ehrgott, M., Gandibleux, X. (eds.) Multi-Criteria Optimization: State of the art Annotated Bibliographic Surveys, pp. 129–170. Kluwer, Dordrecht (2002)
Jones, D.F., Tamiz, M.: Practical Goal Programming. Springer Books, New York (2010)
Kahraman, C., Buyukozkan, G.: A combined fuzzy AHP and fuzzy goal programming approach for effective six-sigma project selection. J. Multiple-Valued Log. Soft Comput. 14, 599–615 (2008)
Kanoun, I., Chabchoub, H., Aouni, B.: Goal programming model for fire and emergency service facilities site selection. INFOR 48, 143–153 (2010)
Kara, Y., Gokcen, H., Atasagun, Y.: Balancing parallel assembly lines with precise and fuzzy goals. Int. J. Prod. Res. 48, 1685–1703 (2010)
Lam, K.F., Bai, F.: Minimizing deviations of input and output weights from their means in data envelopment analysis. Comput. Ind. Eng. 60, 527–533 (2011)
Larbani, M., Aouni, B.: A new approach for generating efficient solutions within the goal programming model. J. Oper. Res. Soc. 62, 173–181 (2011)
Lee, S.M.: Goal Programming for Decision Analysis. Auerbach, Philadelphia (1972)
Lee, J., Kang, S.H., Rosenberger, J., Kim, S.B.: A hybrid approach of goal programming for weapon systems selection. Comput. Ind. Eng. 58, 521–527 (2010)
Lee, A.H.I., Kang, H.Y., Yang, C.Y., Lin, C.Y.: An evaluation framework for product planning using FANP, QFD and multi-choice goal programming. Int. J. Prod. Res. 48, 3977–3997 (2010)
Lee, A.H.I., Kang, H.Y., Chang, C.T.: Fuzzy multiple goal programming applied to TFT-LCD supplier selection by downstream manufacturers. Expert Syst. Appl. 36, 6318–6325 (2009)
Leung, S.C.H.: A non-linear goal programming model and solution method for the multi-objective trip distribution problem in transportation engineering. Optim. Eng. 8, 277–298 (2007)
Li, X., Beullens, P., Jones, D., Tamiz, M.: An integrated queuing and multi-objective bed allocation model with application to a hospital in China. J. Oper. Res. Soc. 60, 330–338 (2009)
Liang, T.F.: Applying fuzzy goal programming to production/transportation planning decisions in a supply chain. Int. J. Syst. Sci. 38, 293–304 (2007)
Liao, C.N., Kao, H.P.: An integrated fuzzy TOPSIS and MCGP approach to supplier selection in supply chain management. Expert Syst. Appl. 38, 10803–10811 (2011)
Lin, H.W., Nagalingam, S.V., Lin, G.C.I.: An interactive meta-goal programming-based decision analysis methodology to support collaborative manufacturing. Robot. Comput-Integr. Manuf. 25, 135–154 (2009)
Lotfi, M.M., Rabbani, M., Ghaderi, S.F.: A weighted goal programming approach for replenishment planning and space allocation in a supermarket. J. Oper. Res. Soc. 62, 1128–1137 (2011)
Lundstrom, J., Ohman, K., Perhans, K., Ronnqvist, M., Gustafsson, L.: Cost-effective age structure and geographical distribution of boreal forest reserves. J. Appl. Ecol. 48, 133–142 (2011)
Mahmoud, H.B., Ketata, R., Ben Romdhane, T., Ben Ahmed, S.: A multiobjective-optimization approach for a piloted quality-management system: a comparison of two approaches for a case study. Comput. Ind. 62, 460–466 (2011)
Manzano-Agugliaro, F., Canero-Leon, R.: Economics and environmental analysis of Mediterranean greenhouse crops. African J. Agric. Res. 5, 3009–3016 (2010)
Martel, J.M., Aouni, B.: Incorporating the decision-makers preferences in the goal-programming model. J. Oper. Res. Soc. 41, 1121–1132 (1990)
Mavrotas, G., Georgopoulou, E., Mirasgedis, S., Sarafidis, Y., Lalas, D., Hontou, V., Gakis, N.: Multi-objective combinatorial optimisation for selecting best available techniques (Bat) in the industrial sector: the COMBAT tool. J. Oper. Res. Soc. 60, 906–920 (2009)
Min, H., Storbeck, J.: On the origin and persistence of misconceptions in goal programming. J. Oper. Res. Soc. 42, 301–312 (1991)
Mishra, S., Prakash, N., Tiwari, M.K., Lashkari, R.S.: A fuzzy goal-programming model of machine-tool selection and operation allocation problem in FMS: a quick converging simulated annealing-based approach. Int. J. Prod. Res. 44, 43–76 (2006)
Nakayama, H., Kagaku, N.: Pattern classification by linear goal programming and its extensions. J. Glob. Optim. 12, 111–126 (1998)
Nakayama, H., Yun, Y.B., Asada, T., Yoon, M.: MOP/GP models for machine learning. Eur. J. Oper. Res. 166, 756–768 (2005)
Narasimhan, R.: Goal programming in a fuzzy environment. Decis. Sci. 11, 325–336 (1980)
Nepal, B., Monplaisir, L., Singh, N.: A methodology for integrating design for quality in modular product design. J. Eng. Des. 17, 387–409 (2006)
Oddoye, J.P., Tamiz, M., Jones, D.F., Schmidt, P.: Combining simulation and goal programming for healthcare planning in a medical assessment unit. Eur. J. Oper. Res. 193, 250–261 (2009)
Ogryczak, W.: On goal programming formulations of the reference point method. J. Oper. Res. Soc. 52, 691–698 (2001)
Paksoy, T., Chang, C.T.: Revised multi-choice goal programming for multi-period, multi-stage inventory controlled supply chain model with popup stores in Guerrilla marketing. Appl. Math. Model. 34, 3586–3598 (2010)
Pendharkar, P.C., Troutt, M.D.: DEA based dimensionality reduction for classification problems satisfying strict non-satiety assumption. Eur. J. Oper. Res. 212, 155–163 (2011)
Perez Gladish, B., Jones, D.F., Tamiz, M., Bilbao Terol, A.: An interactive three stage model for mutual fund portfolio selection. Omega-Int. J. Manag. Sci. 35, 75–88 (2007)
Rodriguez, M.V., Caballero, R., Ruiz, F., Romero, C.: Meta-goal Programming. Eur. J. Oper. Res. 136, 422–429 (2002)
Romero, C.: A Handbook of Critical Issues in Goal Programming. Pergamon Press, Oxford (1991)
Romero, C.: Extended lexicographic goal programming: a unifying approach. Omega 29, 63–71 (2001)
Romero, C.: A general structure of achievement function for a goal programming model. Eur. J. Oper. Res. 153, 675–686 (2004)
Romero, C., Tamiz, M., Jones, D.F.: Goal programming, compromise programming and reference point method formulations: linkages and utility interpretations. J. Oper. Res. Soc. 49(9), 986–991 (1998)
Saaty, T.L.: The Analytical Hierarchy Process. McGraw-Hill, New York (1981)
Saaty, T.L., Hu, G.: Ranking by eigenvector versus other methods in the analytic hierarchy process. Appl. Math. Lett. 11, 121–125 (1998)
Schniederjans, M.J.: Goal Programming, Methodology and Applications. Kluwer, Boston (1995)
Sedeno-Noda, A., Gonzalez-Davila, E., Gonzalez-Martin, C., Gonzalez-Yanes, A.: Preemptive benchmarking problem: an approach for official statistics in small areas. Eur. J. Oper. Res. 196, 360–369 (2009)
Selim, H., Ozkarahan, I.: A supply chain distribution network design model: an interactive fuzzy goal programming-based solution approach. Int. J. Adv. Manuf. Technol. 36, 401–418 (2008)
Sheth, C., Triantis, K., Teodorovic, D.: Performance evaluation of bus routes: a provider and passenger perspective. Transp. Res. E-Logist. Transp. Rev. 43, 453–478 (2007)
Simon, H.A.: Models of Man. Wiley, New York (1955)
Steuer, R.E.: Multiple Criteria Optimization: Theory Computation and Application. Wiley, New York (1986)
Stewart, T.J.: Goal directed benchmarking for organizational efficiency. Omega-Int. J. Manag. Sci. 38, 534–539 (2010)
Stewart, T.J., Janssen, R., van Herwijnen, M.: A genetic algorithm approach to multiobjective land use planning. Comput. Oper. Res. 31, 2293–2313 (2004)
Sueyoshi, T.: Least absolute value estimation. J. Oper. Res. Soc. Japan 40, 261–275 (1997)
Tamiz, M., Jones, D.F.: Interactive frameworks for investigation of goal programming models: theory and practice. J. Multicriteria Decis. Anal. 6, 52–60 (1997)
Tamiz, M., Jones, D.F.: Goal programming and Pareto efficiency. J. Inf. Optim. Sci. 17, 291–307 (1996)
Tamiz, M., Jones, D.F., El-Darzi, E.: A review of goal programming and its applications. Ann. Oper. Res. 58, 39–53 (1995)
Tamiz, M., Mirrazavi, S.K., Jones, D.F.: Extensions of Pareto efficiency analysis to integer goal programming. Omega-Int. J. Manag. Sci. 27, 179–188 (1999)
Tamiz, M., Jones, D.F., Romero, C.: Goal programming for decision making: an overview of the current state-of-the-art. Eur. J. Oper. Res. 111, 569–581 (1998)
Tiwari, R.N., Dhahmar, S., Rao, J.R.: Fuzzy goal programming: an additive model. Fuzzy Set. Syst. 24, 27–34 (1987)
Tsai, W.H., Hsu, J.L., Chen, C.H., Lin, W.R., Chen, S.P.: An integrated approach for selecting corporate social responsibility programs and costs evaluation in the international tourist hotel. Int. J. Hosp. Manag. 29, 385–396 (2010)
Wang, Y.M.: A goal programming method for obtaining interval weights from an interval comparison matrix. Eur. J. Oper. Res. 177, 458–471 (2007)
Wang, C.S., Chang, C.T.: Integrated genetic algorithm and goal programming for network topology design problem with multiple objectives and multiple criteria. IEEE-ACM Trans. Netw. 16, 680–690 (2008)
Wey, W.M., Wu, K.Y.: Using ANP priorities with goal programming in resource allocation in transportation. Math. Comput. Model. 46, 985–1000 (2007)
Wierzbicki, A.P.: A mathematical basis for satisficing decision making. Math. Model. 3, 391–405 (1982)
Williams, H.P.: Logic and Integer Programming. Springer, New York (2009)
Yaghoobi, M.A., Jones, D.F., Tamiz, M.: Weighted additive models for solving fuzzy goal programming problems. Asia-Pacific J. Oper. Res. 25, 715–733 (2008)
Yang, L.X., Feng, Y.: A bicriteria solid transportation problem with fixed charge under stochastic environment. Appl. Math. Model. 31, 2668–2683 (2007)
Yilmaz, B., Dagdeviren, M.: A combined approach for equipment selection: F-PROMETHEE method and zero–one goal programming. Expert Syst. Appl. 38, 11641–11650 (2011)
Zadeh, L.A.: Fuzzy sets. Inf. Control. 8, 338–353 (1965)
Zeleny, M.: Multi Criteria Decision Making. McGraw Hill, New York (1982)
Zhai, J.H., Zhang, S.F., Wang, X.Z.: An overview of pattern classification methodologies. Proc. 2006 Int. Conf. Mach. Learn. Cybern. 1–7, 3222–3227 (2006)
Zolfaghari, S., Jaber, M.Y., Hamoudi, H.: A goal programming approach for a multi-period task assignment problem. INFOR 42, 299–309 (2004)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2016 Springer Science+Business Media New York
About this chapter
Cite this chapter
Jones, D., Tamiz, M. (2016). A Review of Goal Programming. In: Greco, S., Ehrgott, M., Figueira, J. (eds) Multiple Criteria Decision Analysis. International Series in Operations Research & Management Science, vol 233. Springer, New York, NY. https://doi.org/10.1007/978-1-4939-3094-4_21
Download citation
DOI: https://doi.org/10.1007/978-1-4939-3094-4_21
Publisher Name: Springer, New York, NY
Print ISBN: 978-1-4939-3093-7
Online ISBN: 978-1-4939-3094-4
eBook Packages: Business and ManagementBusiness and Management (R0)