Skip to main content
Log in

An interactive algorithm for resource allocation with balance concerns

  • Original Article
  • Published:
OR Spectrum Aims and scope Submit manuscript

Abstract

We consider a resource allocation problem where a decision maker (DM) is to distribute a certain budget among alternative projects in order to create the best portfolio. The DM aims to generate a portfolio with (1) a high return and (2) a balanced distribution of resources among categories. We assume that the DM has a quasiconcave value function and provides no explicit value for the target distribution of resources over categories. We develop an interactive approach that requires the DM to make pairwise comparisons among alternative portfolios. We present the developed approach on an illustrative example and conduct an extensive computational experiment. In majority of the instances, the incumbent solution proposed by the algorithm is either equal or very close to the best solution.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

References

  • Almeida J, Almeida A, Costa A (2014) Portfolio selection of information systems projects using PROMETHEE V with c-optimal concept. Pesqui Operacional 34(2):275–299

    Article  Google Scholar 

  • Altunok T, Özpeynirci Ö, Kazançoğlu Y, Yılmaz R (2010) Comparative analysis of multicriteria decision making methods for postgraduate student selection. Eurasian J Edu Res 40:1–15

    Google Scholar 

  • Archer N, Ghasemzadeh F (1999) An integrated framework for project portfolio selection. Int J Proj Manag 17(4):207–216

    Article  Google Scholar 

  • Argyris N, Figueira J, Morton A (2011) Interactive multicriteria methods in portfolio decision analysis. In: Salo A, Keisler J, Morton A (eds) Portfolio decision analysis improved methods for resource allocation. Springer, New York, pp 107–130

    Chapter  Google Scholar 

  • Argyris N, Morton A, Figueira J (2014) Cut: a multicriteria approach for concavifiable preferences. Oper Res 62(3):633–642

    Article  Google Scholar 

  • Chien C (2002) A portfolio-evaluation framework for selecting R & D projects. R & D Manag 32(4):359–368

    Article  Google Scholar 

  • Cranmer A, Baker E, Liesiö J, Salo A (2018) A portfolio model for siting offshore wind farms with economic and environmental objectives. Eur J Oper Res 267:304–314

    Article  Google Scholar 

  • Earnshaw S, Hicks K, Richter A, Honeycutt A (2007) A linear programming model for allocating HIV prevention funds with state agencies: a pilot study. Health Care Manag Sci 10:239–252

    Article  Google Scholar 

  • Erkan H (2018) Balance in resource allocation problems: a changing reference approach. MSc Thesis, Bilkent University, Ankara, Turkey

  • Golabi K, Kirkwood C, Sicherman A (1981) Selecting a portfolio of solar energy projects using multiattribute preference theory. Manag Sci 27(2):174–189

    Article  Google Scholar 

  • Grushka-Cockayne Y, De Reyck B, Degraeve Z (2008) An integrated decision-making approach for improving European air traffic management. Manag Sci 54(8):1395–1409

    Article  Google Scholar 

  • Kangaspunta J, Liesiö J, Salo A (2012) Cost-efficiency analysis of weapon system portfolios. Eur J Oper Res 223:264–275

    Article  Google Scholar 

  • Karasakal E, Aker P (2017) A multicriteria sorting approach based on data envelopment analysis for R & D project selection problem. Omega 73:79–92

    Article  Google Scholar 

  • Karsu Ö, Erkan H (2020) Balance in resource allocation problems: a changing reference approach. OR Spectr 42:297–326

    Article  Google Scholar 

  • Karsu Ö, Morton A (2014) Incorporating balance concerns in resource allocation decisions: a bi-criteria modelling approach. Omega 44:70–82

    Article  Google Scholar 

  • Klapka J, Pinos P (2002) Decision support system for multicriterial R & D and information systems projects selection. Eur J Oper Res 140:434–446

    Article  Google Scholar 

  • Kleinmuntz D (2007) Resource allocation decisions. In: Edwards W, Miles R, von Winterfeldt D (eds) Advances in decision analysis: from foundations to applications. Cambridge University Press, Cambridge

    Google Scholar 

  • Korhonen P, Wallenius J, Zionts S (1984) Solving the discrete multiple criteria problem using convex cones. Manag Sci 30:1336–1345

    Article  Google Scholar 

  • Liesiö J (2014) Measurable multiattribute value functions for portfolio decision analysis. Decis Anal 11(1):1–20

    Article  Google Scholar 

  • Liesiö J, Mild P, Salo A (2007) Preference programming for robust portfolio modeling and project selection. Eur J Oper Res 181:1488–1505

    Article  Google Scholar 

  • Liesiö J, Mild P, Salo A (2008) Robust portfolio modeling with incomplete cost information and project interdependencies. Eur J Oper Res 190:679–695

    Article  Google Scholar 

  • Liesiö J, Salo A, Keilser J, Morton A (2020) Portfolio decision analysis: Recent developments and future prospects. Eur J Oper Res. https://doi.org/10.1016/j.ejor.2020.12.015

    Article  Google Scholar 

  • Lokman B, Köksalan M, Korhonen P, Wallenius J (2016) An interactive algorithm to find the most preferred solution of multi-objective integer programs. Ann Oper Res 245:67–95

    Article  Google Scholar 

  • Lokman B, Köksalan M, Korhonen P, Wallenius J (2018) An interactive approximation algorithm for multi-objective integer programs. Comput Oper Res 96:80–90

    Article  Google Scholar 

  • Mavrotas G, Makryvelios E (2021) Combining multiple criteria analysis, mathematical programming and monte carlo simulation to tackle uncertainty in research and development project portfolio selection: A case study from greece. Eur J Oper Res 291:794–806

    Article  Google Scholar 

  • Mild P, Liesiö J, Salo A (2015) Selecting infrastructure maintenance projects with robust portfolio modeling. Decis Support Syst 77:21–30

    Article  Google Scholar 

  • Morton A, Keisler JM, Salo A (2016) Multicriteria portfolio decision analysis for project selection. In: Greco S, Ehrgott M, Figueira JR (eds) Multiple criteria decision analysis: state of the art surveys. Springer, New York, pp 1269–1298

    Chapter  Google Scholar 

  • Nasrabadi N, Dehnokhalaji A, Korhonen P, Wallenius J (2019) Using convex preference cones in multiple criteria decision making and related fields. J Bus Econ 89:699–717

    Google Scholar 

  • Özpeynirci Ö, Köksalan M (2010) An exact algorithm for finding extreme supported nondominated points of multiobjective mixed integer programs. Manag Sci 56(12):2302–2315

    Article  Google Scholar 

  • Özpeynirci Ö, Özpeynirci S, Kaya A (2017) An interactive approach for multiple criteria selection problem. Comput Oper Res 78:154–162

    Article  Google Scholar 

  • Özpeynirci S, Özpeynirci Ö, Mousseau V (2018) An interactive algorithm for multiple criteria constrained sorting problem. Ann Oper Res 267(1–2):447–466

    Article  Google Scholar 

  • Salo A, Keisler J, Morton A (2011) An invitation to portfolio decision analysis. In: Salo A, Keisler J, Morton A (eds) Portfolio decision analysis improved methods for resource allocation. Springer, New York, pp 3–28

    Chapter  Google Scholar 

  • Silberberg E, Suen W (2001) The structure of economics: a mathematical analysis. McGraw-Hill, New York

    Google Scholar 

  • Stal-Le Cardinal J, Mousseau V, Zheng J (2011) An application of constrained multicriteria sorting to student selection. In: Salo A, Keisler J, Morton A (eds) Portfolio decision analysis improved methods for resource allocation. Springer, New York, pp 213–240

    Chapter  Google Scholar 

  • Stewart T (1991) A multi-criteria decision support system for R & D project selection. J Oper Res Soc 42(1):17–26

    Article  Google Scholar 

  • Stummer C, Heidenberger K (2003) Interactive R & D portfolio analysis with project interdependencies and time profiles of multiple objectives. IEEE Trans Eng Manag 50(2):175–183

    Article  Google Scholar 

  • Tervonen T, Liesiö J, Salo A (2017) Modeling project preferences in multiattribute portfolio decision analysis. Eur J Oper Res 263:225–239

    Article  Google Scholar 

  • Vilkkumaa E, Salo A, Liesiö J (2014) Multicriteria portfolio modeling for the development of shared action agendas. Group Decis Negot 23:49–70

    Article  Google Scholar 

  • Wang J, Hwang W (2007) A fuzzy set approach for R & D portfolio selection using a real options valuation model. Omega 35(3):247–257

    Article  Google Scholar 

  • Yavuz M (2018) Two approaches for fair resource allocation. MSc Thesis, Bilkent University, Ankara, Turkey

Download references

Acknowledgements

Selin Özpeynirci and Özgür Özpeynirci were visiting researchers at MICS, CentraleSupélec, Université Paris-Saclay during this study. These authors acknowledge the support of the Scientific and Technological Research Council of Turkey (TÜBİTAK-2219 programme), İzmir University of Economics and CentraleSupélec.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Selin Özpeynirci.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Özpeynirci, S., Özpeynirci, Ö. & Mousseau, V. An interactive algorithm for resource allocation with balance concerns. OR Spectrum 43, 983–1005 (2021). https://doi.org/10.1007/s00291-021-00632-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00291-021-00632-1

Keywords

Navigation