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Modeling the Effectiveness of an Investment Strategy in Conditions of Insufficient Information

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System Analysis in Engineering and Control (SAEC 2021)

Abstract

An original approach to the issue of estimation and implementation of the strategies of economic reliability of an enterprise is presented in the article . An algorithm for forecasting various economic parameters under uncertainty lies at the base of the approach. The dynamics of interest rates and other factors influencing the development and achievement of the optimal state of any enterprise can be modeled using the economic forecast. The optimal state of an enterprise is the probability of its presence in various information situations or its balanced probabilistic model. A non-asymptotic formulation of the problem is typical for the theory of statistical decision making using small samples. Coupling and integration of heterogeneous data sources involve probabilistic and statistical interpretation (simulation) of various information situations. The approaches to the development of strategy models described in the article cover a wide range of information situations. Moreover, acceptable solutions under high uncertainty with a very limited amount of data are obtained using these approaches.

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References

  1. Abraham, A., Grosan, G.: Swarm Intelligence in Data Mining, 267 p. Springer, Berlin (2006)

    Book  Google Scholar 

  2. Anderson, T.W.: An Introduction to Multivariate Statistical Analysis, 3rd edn, p. 752. Wiley-lnterscience, Hoboken, NJ (2003)

    Google Scholar 

  3. Ahern, K.R., Daminelli, D., Fracassi, C.: Lost in translation? The effect of cultural values on mergers around the world. J. Financ. Econ. 117(1), 165–189 (2015). https://doi.org/10.1016/j.jfineco.2012.08.006

    Article  Google Scholar 

  4. Conaver, W.J.: Practical Nonparametric Statistics, 3rd edn, p. 584. Wiley, New York, NY (1999)

    Google Scholar 

  5. Cover, T.M., Thomas, J.A.: Elements of Information Theory, 2nd edn, p. 748. John Wiley & Sons Inc., New York, NY (2009)

    Google Scholar 

  6. Scott, D.W.: Multivariate Density Estimation. John Wiley & Sons Inc., New York (1992)

    Book  Google Scholar 

  7. Duchin, R., Schmidt, B.: Riding the merger wave: Uncertainty reduced monitoring, and bad acquisitions. J. Financ. Econ. 107(1), 69–88 (2013)

    Article  Google Scholar 

  8. Engelbrecht, A.: Computational Intelligence: An Introduction, p. 597. John Wiley and Sons Ltd., Sidney (2007)

    Google Scholar 

  9. Epps, T.W., Pulley, L.B.: A test for normality based on the empirical characteristic function. Biometrika 70(3), 723–726. Oxford University Press, Oxford (1983). DOI: https://doi.org/10.2307/2336512

  10. Kardes, F.R., Posavac, S.S., Cronley, M.L., Herr, P.M.: Consumer Inference. Chapter 6, p. 27. In: Haugtvedt, C.P., Herr, P.M., Kardes, F.R. (eds.) Handbook of Consumer Psychology, p. 1296. eISBN 9781315648361. Routledge, New York, (2008). DOI: https://doi.org/10.4324/9780203809570

  11. Garanin, D.A., Lukashevich, N.S.: Modelirovanie parametrov investicionnogo proekta na osnove informacionno-statisticheskogo podhoda. [Modeling of investment project parameters based on information and statistical approach.] Ekonomicheskij analiz: teoriya i praktika [Econ. Anal. Theory Pract.] 33(384), 37–48 (2014). (In Russian)

    Google Scholar 

  12. Giannotti, M., Yafeh, Y.: Do cultural differences between contracting parties matter? Evidence from syndicated bank loans. Manage. Sci. 58(2), 365–383 (2012). https://doi.org/10.1287/mnsc.1110.1378

    Article  Google Scholar 

  13. Ivchenko, B.P., Martyschenko, L.A., Ivantsov, I.B.: Informacionnaya mikroekonomika. Chast’1. Metody analiza i prognozirovaniya. [Information microeconomics. Part 1. Methods of analysis and forecasting.], p. 159. Publishing house “Nordmed-Izdat”, St. Petersburg (1998). (In Russian)

    Google Scholar 

  14. Ivchenko, B.P., Martyschenko, L.A., Tabukhov, M.E.: Upravlenie v ekonomicheskih i social’nyh sistemah. [Management in economic and social systems.], p. 247. Publishing house “Nordmed-Izdat”, St. Petersburg (2001). (In Russian)

    Google Scholar 

  15. Ivchenko, B.P., Martyschenko, L.A., Monastyrsky, M.L.: Teoreticheskie osnovy informacionno-statisticheskogo analiza slozhnyh system. [Theoretical foundations of information and statistical analysis of complex systems.], p. 319. Publishing house “Lan’ ”, St. Petersburg (1997). (In Russian)

    Google Scholar 

  16. Klavdiev, A., Pasevich, V.: Adaptive Technologies of Information-probabilistic Analysis of Transport Systems, p. 305. Publishing house “North-West Customs Administration of the Russian Federation”, St. Petersburg (2009)

    Google Scholar 

  17. Klavdiev, A., Trushnikov, V., Garanin, D., Efimenko, S., Vdovin, O.: Informacionnostatisticheskie metody ocenki effektivnosti investicionnyh proektov. [Information-statistical methods of an estimation of efficiency of investment projects.] GIAB — Gornyj Informacionno-Analiticheskij Byulleten’ (Nauchno-Tekhnicheskij ZHurnal) [The Mountain Information-Analytical Bulletin (Scientific and Technical Magazine], vol. 1, pp. 68–76. Moscow (2016)

    Google Scholar 

  18. Park, S.Y., Bera, A.K.: Maximum entropy autoregressive conditional heteroskedasticity model. J. Economet. 150(2), 219–230. Elsevier (2009). DOI: https://doi.org/10.1016/j.jeconom.2008.12.014

  19. Pyka, A., Foster, J.: The Evolution of Economic and Innovation Systems, 641 p. Springer, Heidelberg (2015)

    Book  Google Scholar 

  20. Reus, T.H., Lamont, B.T.: The double-edged sword of cultural distance in international acquisitions. J. Int. Bus. Stud. 40(8), 1298–1316 (2009)

    Article  Google Scholar 

  21. Schumpeter, J.: The Theory of Economic Development. Harvard University Press, Cambridge, MA (1934)

    Google Scholar 

  22. Wentzel’, E.S., Ovcharov, L.A.: Teoriya veroyatnostej i ee inzhenernye prilozheniya. [Probability theory and its engineering applications.], p. 480. Publishng house “Nauka”, Moscow (1988). (In Russian)

    Google Scholar 

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Correspondence to Anatolii Smetankin .

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Smetankin, A., Efimenko, S., Garanin, D., Malihina, I., Shilkin, V., Chernorutsky, I. (2022). Modeling the Effectiveness of an Investment Strategy in Conditions of Insufficient Information. In: Vasiliev, Y.S., Pankratova, N.D., Volkova, V.N., Shipunova, O.D., Lyabakh, N.N. (eds) System Analysis in Engineering and Control. SAEC 2021. Lecture Notes in Networks and Systems, vol 442. Springer, Cham. https://doi.org/10.1007/978-3-030-98832-6_28

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