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A cardinality constrained stochastic goal programming model with satisfaction functions for venture capital investment decision making

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  • Belaïd Aouni
  • Cinzia Colapinto
  • Davide Torre

Abstract

Venture capital has proven to be an essential resource for economic growth, especially in some technological clusters. The focus is on the way the venture capitalist makes the investment decision and the portfolio selection. The aim of this paper is to formulate the venture capital investment problem through the Goal Programming model where the Financial Decision-Maker’s preferences will be explicitly incorporated through the concept of satisfaction functions. The proposed model will be illustrated by using data from an Italian venture capital fund. Copyright Springer Science+Business Media, LLC 2013

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  • Belaïd Aouni & Cinzia Colapinto & Davide Torre, 2013. "A cardinality constrained stochastic goal programming model with satisfaction functions for venture capital investment decision making," Annals of Operations Research, Springer, vol. 205(1), pages 77-88, May.
    • Handle: RePEc:spr:annopr:v:205:y:2013:i:1:p:77-88:10.1007/s10479-012-1168-4
    DOI: 10.1007/s10479-012-1168-4
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    1. Tyzoon T. Tyebjee & Albert V. Bruno, 1984. "A Model of Venture Capitalist Investment Activity," Management Science, INFORMS, vol. 30(9), pages 1051-1066, September.
    2. Sophie Manigart & Peter Joos & Donaat De Vos, 1994. "The Performance of Publicly Traded European Venture Capital Companies," Journal of Entrepreneurial Finance, Pepperdine University, Graziadio School of Business and Management, vol. 3(2), pages 111-125, Spring.
    3. Davide La Torre, 2003. "On generalized derivatives for C 1 , 1 vector optimization problems," Journal of Applied Mathematics, Hindawi, vol. 2003, pages 1-12, January.
    4. Dimitris Bertsimas & Romy Shioda, 2009. "Algorithm for cardinality-constrained quadratic optimization," Computational Optimization and Applications, Springer, vol. 43(1), pages 1-22, May.
    5. Hisrich, Robert D. & Jankowicz, A. D., 1990. "Intuition in venture capital decisions: An exploratory study using a new technique," Journal of Business Venturing, Elsevier, vol. 5(1), pages 49-62, January.
    6. Tyebjee, Tyzoon & Vickery, Lister, 1988. "Venture capital in Western Europe," Journal of Business Venturing, Elsevier, vol. 3(2), pages 123-136.
    7. Dan J. Laughhunn & John W. Payne & Roy Crum, 1980. "Managerial Risk Preferences for Below-Target Returns," Management Science, INFORMS, vol. 26(12), pages 1238-1249, December.
    8. Duan Li & Xiaoling Sun & Jun Wang, 2006. "Optimal Lot Solution To Cardinality Constrained Mean–Variance Formulation For Portfolio Selection," Mathematical Finance, Wiley Blackwell, vol. 16(1), pages 83-101, January.
    9. Aouni, Belaid & Kettani, Ossama, 2001. "Goal programming model: A glorious history and a promising future," European Journal of Operational Research, Elsevier, vol. 133(2), pages 225-231, January.
    10. A. Bucci & C. Colapinto & M. Forster & D. La Torre, 2011. "Stochastic technology shocks in an extended Uzawa–Lucas model: closed-form solution and long-run dynamics," Journal of Economics, Springer, vol. 103(1), pages 83-99, May.
    11. Abdelaziz, Fouad Ben & Aouni, Belaid & Fayedh, Rimeh El, 2007. "Multi-objective stochastic programming for portfolio selection," European Journal of Operational Research, Elsevier, vol. 177(3), pages 1811-1823, March.
    12. Cinzia Colapinto, 2007. "A way to foster innovation: a venture capital district from Silicon Valley and route 128 to Waterloo Region," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 54(3), pages 319-343, September.
    13. Etzkowitz, Henry & Leydesdorff, Loet, 2000. "The dynamics of innovation: from National Systems and "Mode 2" to a Triple Helix of university-industry-government relations," Research Policy, Elsevier, vol. 29(2), pages 109-123, February.
    14. Cinzia Colapinto & Colin Porlezza, 2012. "Innovation in Creative Industries: from the Quadruple Helix Model to the Systems Theory," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 3(4), pages 343-353, December.
    15. Zopounidis, C., 1999. "Multicriteria decision aid in financial management," European Journal of Operational Research, Elsevier, vol. 119(2), pages 404-415, December.
    16. Aouni, Belaid & Ben Abdelaziz, Foued & Martel, Jean-Marc, 2005. "Decision-maker's preferences modeling in the stochastic goal programming," European Journal of Operational Research, Elsevier, vol. 162(3), pages 610-618, May.
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    2. Thanh Huynh, 2016. "Early-stage fundraising of university spin-offs: a study through demand-site perspectives," Venture Capital, Taylor & Francis Journals, vol. 18(4), pages 345-367, October.
    3. William Seitz & D La Torre, 2014. "Modelling Investment Optimization on Smallholder Farms through Multi-criteria Decision Approaches: An Example from Ethiopia," CSAE Working Paper Series 2014-06, Centre for the Study of African Economies, University of Oxford.
    4. Jayaraman, Raja & Colapinto, Cinzia & Torre, Davide La & Malik, Tufail, 2015. "Multi-criteria model for sustainable development using goal programming applied to the United Arab Emirates," Energy Policy, Elsevier, vol. 87(C), pages 447-454.
    5. Raja Jayaraman & Danilo Liuzzi & Cinzia Colapinto & Tufail Malik, 2017. "A fuzzy goal programming model to analyze energy, environmental and sustainability goals of the United Arab Emirates," Annals of Operations Research, Springer, vol. 251(1), pages 255-270, April.
    6. Cinzia Colapinto & Raja Jayaraman & Simone Marsiglio, 2017. "Multi-criteria decision analysis with goal programming in engineering, management and social sciences: a state-of-the art review," Annals of Operations Research, Springer, vol. 251(1), pages 7-40, April.
    7. Chao Fu & Dong-Ling Xu, 2016. "Determining attribute weights to improve solution reliability and its application to selecting leading industries," Annals of Operations Research, Springer, vol. 245(1), pages 401-426, October.
    8. Carayannis, Elias G. & Grigoroudis, Evangelos & Wurth, Bernd, 2022. "OR for entrepreneurial ecosystems: A problem-oriented review and agenda," European Journal of Operational Research, Elsevier, vol. 300(3), pages 791-808.
    9. Cinzia Colapinto & Davide Torre & Belaid Aouni, 2019. "Goal programming for financial portfolio management: a state-of-the-art review," Operational Research, Springer, vol. 19(3), pages 717-736, September.
    10. Cinzia Colapinto & Danilo Liuzzi & Simone Marsiglio, 2017. "Sustainability and intertemporal equity: a multicriteria approach," Annals of Operations Research, Springer, vol. 251(1), pages 271-284, April.
    11. Oluwaseun Sharomi & Tufail Malik, 2017. "Optimal control in epidemiology," Annals of Operations Research, Springer, vol. 251(1), pages 55-71, April.
    12. Aouni, Belaid & Colapinto, Cinzia & La Torre, Davide, 2014. "Financial portfolio management through the goal programming model: Current state-of-the-art," European Journal of Operational Research, Elsevier, vol. 234(2), pages 536-545.
    13. Salo, Ahti & Doumpos, Michalis & Liesiö, Juuso & Zopounidis, Constantin, 2024. "Fifty years of portfolio optimization," European Journal of Operational Research, Elsevier, vol. 318(1), pages 1-18.
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