Financial Versus Human Resources in the Greek-Turkish Arms Race: A Forecasting Investigation Using Artificial Neural Networks

Andreou, Andreas S. and Zombanakis, George A. (2000): Financial Versus Human Resources in the Greek-Turkish Arms Race: A Forecasting Investigation Using Artificial Neural Networks. Published in: Defence and Peace Economics , Vol. 11, No. 4 (2000): pp. 403-426.

Abstract

This paper aims at forecasting the burden on the Greek economy resulting from the arms race against Turkey and at concentrating on the leading determinants of this burden. The military debt and the defence share of GDP are employed alternatively in order to approximate the measurement of the arms race pressure on Greece, and the method used is that of artificial neural networks. The use of a wide variety of explanatory variables in combination with the promising results derived, suggest that the impact on the Greek economy resulting from this arms race is determined, to a large extent, by demographic factors which strongly favour the Turkish side. Prediction on both miltary debt and defence expenditure exhibited highly satisfactory accuracy, while the estimation of input significance, indicates that variables describing the Turkish side are often dominant over the corresponding Greek ones.

• Item Type: MPRA Paper
• Language: English
• Keywords: Greek Military Debt, Defence Expenditure, Neural Networks
• Subjects: C - Mathematical and Quantitative Methods > C4 - Econometric and Statistical Methods: Special Topics > C45 - Neural Networks and Related Topics; H - Public Economics > H5 - National Government Expenditures and Related Policies > H56 - National Security and War

References

Antonakis N. (1996) Military Expenditure and Economic Growth in Less Developed Countries. Economia Internazionale 49,(3),p.p.329-346.

Antonakis N. (1997) Military Expenditure and Economic Growth in Greece. Journal of Peace Research 34,(1),p.p.89-100.

Azoff, E. M. (1994) Neural Network Time Series Forecasting of Financial Markets. John Wiley & Sons, N.Y.

Benoit, E. (1978) Growth and Defense in Developing Countries. Economic Development and Cultural Change, v. 26, no. 2, pp. 271-280.

Buck D., K. Hartley and N. Hooper (1993), Defence Research and Development, Crowding Out and the Peace Divident. Defence Economics 4, p.p. 161-178

Deger, S. (1986) Military Expenditure in Third World Countries. The Economic Effects, London: Routledge.

Fontanel J. (1994) The Economics of Disarmament: A Survey. Defence and Peace Economics 5 (2), p.p. 87-120.

Hartley, K. and N. Hooper (1990) The Economics of Defense, Disarmament and Peace: An Annotated Bibliography, Aldershot & Brookfield, VT: Elgar.

Hartley, K. and T. Sandler (eds.) (1990) The Economics of Defence Spending: An International Survey, London, Routledge. Hill T.,

M. O'Connor, W. Remus (1996) Neural Network Models for Time Series Forecasting. Management Science, 42(7), p.p 1082-1092 .

Kollias C. (1994) The Economic Effects of Defence Spending in Greece 1963-1990. Spoudai 44 (3-4), p.p. 114-130.

Kollias, C. (1995) Preliminary Findings on the Economic Effects of Greek Military Expenditure. Applied Economics Letters 2, (1), p.p. 16-18.

Kollias C. (1996) The Greek-Turkish Conflict and Greek Military Expenditure 1960-1992. Journal of Peace Research 33 (2), p.p. 217-228.

Kollias C. and S. Makrydakis (1997) Is There a Greek-Turkish Arms-Race? Evidence from Causality Tests. Defence and Peace Economics 8, (4), p.p. 319-412.

Kuo C. and A. Reitsch (1995) Neural Networks vs. Conventional Methods of Forecasting. The Journal of Business Forecasting, Winter 1995-1996., p.p.17-22.

Levine P. and R. Smith (1997) The Arms Trade and the Stability of Regional Arms Races. Journal of Economic Dynamics and Control 21, (2-3), p.p. 631-654.

Looney, R.E. (1994) The Economics of Third World Defence Expenditures , in: Contemporary Studies in Economic and Financial Analysis, vol. 72, JAI Press.

Mc Williams-Tullberg, R. (1987) Military-Related Debt in Non-Oil Developing Countries, 1972-1982, in: Schmidt C. and Blackaby F. (eds.) Peace, Defence and Economic Analysis: IEA and SIPRI Conference Proceedings, New York, St. Martin's.

Refenes, A., N., Kollias, C. and Zarpanis A. (1995) External Security Determinants of Greek Military Expenditure: An Empirical Investigation Using Neural Networks. Defence and Peace Economics, vol. 6, p.p. 27-41.

Rumelhart, D.E. and McLelland, J. (1986) Parallel Distributed Processing, Cambridge, MA, MIT Press.

Stavrinos, V.G. and G. A. Zombanakis (1998) The Vicious Cycle of the Foreign Military Debt. European Research Studies 1, (1), p.p. 1-26.

Unistad Ltd. (1994) Cortex-Pro Neural Networks Development System, London, U.K., 1994.

Ward, M.D. et al. (1991) Military Spending in India. Defence Economics, 3 (1), p.p. 41-63.