Warianty tytułu
Języki publikacji
Abstrakty
Violation of the efficient market hypothesis (EMH) in a specific market may lead to construction of bubbles which is a signal of inefficiencies. Although speculative bubbles soon decay, if they exist for a long time, they will lead to financial crises. Early warning systems (EWSs) are designed to quickly alert the market to crises. Under EMH, the logarithm of price is a martingale process. Thus, it is necessary to use a suitable EWS tool for violation of martingale properties of the logarithm of asset prices. In this paper, using the auto-regressive (ARTA) models, and assuming Markov structure between financial random variables, the conditional means are formulated as a simple regression. Then, using the recursive formula for least square estimates of regression parameters, the hypothesis of variables being martingale is tested. This approach leads to a probability index which serves as an EWS. Then, throughout two real data sets, it is seen that the results of the study are applicable to construct EWS for detecting stock market crashes as well as exchange rate market crises. A discussion section is proposed. Finally, based on these results, conclusions are given. (original abstract)
Twórcy
autor
- Central Bank of Iran
Bibliografia
- Bjork, T. (2009). Arbitrage Theory in Continuous Time. UK: Oxford University Press.
- Borkar, V.S. (2008). Stochastic Approximation: a Dynamical Systems Viewpoint. UK: Cambridge University Press.
- Cairo, M.C., Nelson, B.L. (1998). Numerical Methods for Fitting and Simulating Autoregressive-to-anything (ARTA) Processes. INFORMS Journal on Computing, 10, 72-81.
- Delcey, T., Sergi, F. (2019). The Efficient Market Hypothesis and Rational Expectations: How Did They Meet? Technical Report. UK: University of the West of England Bristol. UK.
- Fama, E. (2013). Two Pillars of Asset Pricing. Prize Lecture for the Nobel Foundation. Sweden.
- Khatiwada, S., Mc Gir, E. (2008). Financial Crisis: a Review of Some of the Consequences, Policy Actions and Recent Trends. European Research Studies Journal, 15, 127-140.
- Klopotan, I., Zoroja, J., Mesko, M. (2018). Early Warning System in Business, Finance, and Economics: Bibliometric and Topic Analysis. International Journal of Engineering Business Management, 10, 184-197.
- Leijonhufvud, C. (2007). Financial Globalization and Emerging Markets Volatility. The World Economy, 24, 34-48.
- Liapis, K., Rovolis, A., Galanos, C., Thalassinos, I.E. (2013). The Clusters of Economic Similarities Between EU Countries: a View Under Recent Financial and Debt Crisis. European Research Studies Journal, 16, 41-66.
- Shiller, R.J. (2008). The Subprime Solution: How Today's Global Financial Crisis Happened, and What to do About It. NBER Working Paper Series, No. 7885.
- Thalassinos, I.E., Th. Stamatopoulos, D.T., Thalassinos, E.P. (2015). The European Sovereign Debt Crisis and the Role of Credit Swaps. Handbook of Futures Markets, Chapter 20. USA: Springer.
- Zivot, E., Wang, J. (2008). Modeling financial time series with S- PLUS. USA: Springer.
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
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