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Fractional Deterministic Factor Analysis of Economic Processes with Memory and Nonlocality

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Chaotic, Fractional, and Complex Dynamics: New Insights and Perspectives

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Abstract

In this paper, we describe an application of the fractional calculus to factor analysis of dynamic systems in economy. Basic concepts and methods that allow us to take into account the effects of memory and nonlocality in deterministic factor analysis are suggested. These methods give a quantitative description of the influence of individual factors on the change of the effective economic indicator. We suggested two methods of fractional integro-differentiation of non-integer order for the deterministic factor analysis of economic processes. It has been shown that these methods, which are based on the integro-differentiation of non-integer order, can give more accurate results than the standard methods of factor analysis, which are based on differentiation and integration of integer orders.

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References

  1. Almeida, R.A.: Caputo fractional derivative of a function with respect to another function. Commun. Nonlin. Sci. Numer. Simul. 44 460–481. https://doi.org/10.1016/j.cnsns.2016.09.006. (arXiv:1609.04775) (2017)

  2. Cobb, C.W., Douglas, P.H.: A theory of production. Am. Econom. Rev. 18(Supplement), 139–165 (1928)

    Google Scholar 

  3. Diethelm, K.: The Analysis of Fractional Differential Equations: An Application-Oriented Exposition Using Differential Operators of Caputo Type. Berlin: Springer. p. 247. https://doi.org/10.1007/978-3-642-14574-2 (2010)

  4. Gabaix, X.: Power laws in economics and finance. Ann. Rev. Econom. 1(1), 255–293 (2009). 1941-1383/09/0904-0255

    Google Scholar 

  5. Gabaix, X.: Power laws in economics: an introduction. J. Econom. Perspect. 30(1), 185–206 (2016). https://doi.org/10.1257/jep.30.1.185

  6. Gorenflo, R., Mainardi, F., Scalas, E., Raberto, M.: Fractional calculus and continuous-time finance III: the diffusion limit. In: Kohlmann, M., Tang, S. (Eds.) Mathematical Finance. Trends in Mathematics. Basel: Birkhauser. pp. 171–180 (2001). https://doi.org/10.1007/978-3-0348-8291-0_17

  7. Grigoletto, E.C., De Oliveira, E.C.: Fractional versions of the fundamental theorem of calculus. Appl. Math. 4, 23–33 (2013). https://doi.org/10.4236/am.2013.47A006

  8. Kilbas, A.A., Srivastava, H.M., Trujillo, J.J.: Theory and Applications of Fractional Differential Equations, p. 540. Elsevier, Amsterdam (2006)

    MATH  Google Scholar 

  9. Laskin, N.: Fractional market dynamics. Physica A. 287(3), 482–492 (2000). https://doi.org/10.1016/S0378-4371(00)00387-3

  10. Mainardi, F.: Fractional Calculus and Waves Linear Viscoelasticity: An Introduction to Mathematical Models. London: Imperial College Press. p. 368 (2010). https://doi.org/10.1142/P614

  11. Mainardi F., Raberto M., Gorenflo R., Scalas E. Fractional calculus and continuous-time finance II: the waiting-time distribution. Physica A. 287 3–4. 468–481 (2000). https://doi.org/10.1016/S0378-4371(00)00386-1

  12. Odibat, Z.M., Shawagfeh, N.T.: Generalized Taylor’s formula. Appl. Math. Comput. 186(1), 286–293 (2007). https://doi.org/10.1016/j.amc.2006.07.102

  13. Podlubny, I.: Fractional Differential Equations, p. 340. Academic Press, San Diego (1998)

    MATH  Google Scholar 

  14. Samko, S.G., Kilbas, A.A., Marichev, O.I.: Fractional Integrals and Derivatives Theory and Applications, p. 1006. Gordon and Breach, New York (1993)

    MATH  Google Scholar 

  15. Scalas, E., Gorenflo, R., Mainardi, F.: Fractional calculus and continuous-time finance. Physica A. 284(1–4), 376–384 (2000). https://doi.org/10.1016/S0378-4371(00)00255-7

  16. Sheremet, A.D.: Theory of Economic Analysis, 2nd edn, p. 366. Infra-M, Moscow (2005)

    Google Scholar 

  17. Tarasov, V.E.: Fractional Dynamics: Applications of Fractional Calculus to Dynamics of Particles, Fields and Media. New York: Springer p. 505 (2010). https://doi.org/10.1007/978-3-642-14003-7

  18. Tarasov, V.E.: Fractional vector calculus and fractional Maxwell’s equations. Ann. Phys. 323(11), 2756–2778 (2008). https://doi.org/10.1016/j.aop.2008.04.005

  19. Tarasov, V.E.: Leibniz rule and fractional derivatives of power functions. J. Comput. Nonlin. Dynam. 11(3), 031014 (2016). https://doi.org/10.1115/1.4031364

  20. Tarasov, V.E.: No violation of the Leibniz rule. No fractional derivative. Commun. Nonlin. Sci. Numeric. Simul. 18(11), 2945–2948 (2013). https://doi.org/10.1016/j.cnsns.2013.04.001

  21. Tarasov, V.E.: On chain rule for fractional derivatives. Commun. Nonlin. Sci. Numeric. Simul. 30(1–3), 1–4 (2016). https://doi.org/10.1016/j.cnsns.2015.06.007

  22. Tarasov, V.E., Tarasova, V.V.: Long and short memory in economics: fractional-order difference and differentiation. IRA-Int. J. Manag. Soc. Sci. 5(2), 327–334 (2016). https://doi.org/10.21013/jmss.v5.n2.p10

  23. Tarasov, V.E., Tarasova, V.V.: Time-dependent fractional dynamics with memory in quantum and economic physics. Annal. Phys. (2017). https://doi.org/10.1016/j.aop.2017.05.017

  24. Tarasova, V.V., Tarasov, V.E.: A generalization of concepts of accelerator and multiplier to take into account memory effects in macroeconomics. J. Econom. Entrepreneur. [Ekonomika i Predprinimatelstvo]. 10–3 (75–3). 1121–1129 [in Russian] (2016)

    Google Scholar 

  25. Tarasova, V.V., Tarasov, V.E.: Concept of dynamic memory in economics. Commun. Nonlin. Sci. Numer. Simul. https://doi.org/10.1016/j.cnsns.2017.06.032 Accepted for publication

  26. Tarasova, V.V., Tarasov, V.E.: Dynamic intersectoral models with power-law memory // Commun. Nonlin. Sci. Numer. Simul. 54, 100–117 (2018). https://doi.org/10.1016/j.cnsns.2017.05.015

  27. Tarasova, V.V., Tarasov, V.E.: Economic accelerator with memory: discrete time approach. Prob. Modern Sci. Educat. [Problemy Sovremennoj Nauki i Obrazovaniya]. 36 (78). 37–42 (2016). https://doi.org/10.20861/2304-2338-2016-78-002

  28. Tarasova, V.V., Tarasov, V.E.: Economic growth model with constant pace and dynamic memory. Prob. Modern Sci. Educat. 2(84), 40–45 (2017). https://doi.org/10.20861/2304-2338-2017-84-001

  29. Tarasova, V.V., Tarasov, V.E. Economic indicator that generalizes average and marginal values. J. Econom. Entrepreneur. [Ekonomika i Predprinimatelstvo]. 11–1 (76-1) 817–823 (2016) [in Russian]

    Google Scholar 

  30. Tarasova, V.V., Tarasov, V.E.: Economic interpretation of fractional derivatives. Prog. Fraction. Differ. Appl. 3(1), 1–7 (2017). https://doi.org/10.18576/pfda/030101

  31. Tarasova, V.V., Tarasov, V.E.: Elasticity for economic processes with memory: fractional differential calculus approach. Fract. Differ Calcul. 6(2), 219–232 (2016). https://doi.org/10.7153/fdc-06-14

  32. Tarasova, V.V., Tarasov, V.E.: Fractional dynamics of natural growth and memory effect in economics. Eur. Res. 12(23), 30–37 (2016). https://doi.org/10.20861/2410-2873-2016-23-004

  33. Tarasova, V.V., Tarasov, V.E.: Logistic map with memory from economic model. Chaos, Solitons Fract. 95, 84–91 (2017). https://doi.org/10.1016/j.chaos.2016.12.012

  34. Tarasova, V.V., Tarasov, V.E.: Macroeconomic models with dynamic memory. J. Econom. Entrepreneur. [Ekonomika i Predprinimatelstvo] 3–2(80–2) 26–35 [in Russian] (2017)

    Google Scholar 

  35. Tarasova, V.V., Tarasov V.E.: Marginal utility for economic processes with memory. Almanac of Modern Science and Education [Almanah Sovremennoj Nauki i Obrazovaniya] 7 (109) 108–113 [in Russian] (2016)

    Google Scholar 

  36. Tarasova, V.V., Tarasov, V.E.: Marginal values of non-integer order in economic analysis // Azimuth Scientific Research: Economics and Management [Azimut Nauchnih Issledovanii: Ekonomika i Upravlenie] 3(16) 197–201 [in Russian] (2016)

    Google Scholar 

  37. Tenreiro Machado, J.A., Duarte, F.B., Duarte, G.M.: Fractional dynamics in financial indeces. Int. J. Bifur. Chaos. 22(10). ar1250249 (2012) https://doi.org/10.1142/S0218127412502495

  38. Tenreiro Machado, J.A., Mata, M.E.: Pseudo phase plane and fractional calculus modeling of western global economic downturn. Communications in Nonlinear Science and Numerical Simulation. 22(1–3), 396–406 (2015). https://doi.org/10.1016/j.cnsns.2014.08.032

  39. Tenreiro Machado, J.A., Mata, M.E., Lopes, A.M.: Fractional state space analysis of economic systems. Entropy. 17(8), 5402–5421 (2015). https://doi.org/10.3390/e17085402

  40. Uchaikin, V.V.: Fractional Derivatives for Physicists and Engineers. Vol. II. Applications. Berlin: Springer, p. 466 (2013)

    Google Scholar 

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Correspondence to Valentina V. Tarasova .

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Tarasova, V.V., Tarasov, V.E. (2018). Fractional Deterministic Factor Analysis of Economic Processes with Memory and Nonlocality. In: Edelman, M., Macau, E., Sanjuan, M. (eds) Chaotic, Fractional, and Complex Dynamics: New Insights and Perspectives. Understanding Complex Systems. Springer, Cham. https://doi.org/10.1007/978-3-319-68109-2_9

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