Degiannakis, Stavros and Xekalaki, Evdokia (2008): SPEC Model Selection Algorithm for ARCH Models: an Options Pricing Evaluation Framework. Published in: Applied Financial Economics Letters , Vol. 6, No. 4 (2008): pp. 419-423.
Preview |
PDF
MPRA_paper_96321.pdf Download (303kB) | Preview |
Abstract
A number of single ARCH model-based methods of predicting volatility are compared to Degiannakis and Xekalaki’s (2005) poly-model SPEC algorithm method in terms of profits from trading actual options of the S&P500 index returns. The results show that traders using the standardized prediction error criterion (SPEC) for deciding which model’s forecasts to use at any given point in time achieve the highest profits.
Item Type: | MPRA Paper |
---|---|
Original Title: | SPEC Model Selection Algorithm for ARCH Models: an Options Pricing Evaluation Framework |
Language: | English |
Keywords: | ARCH models, Model selection, SPEC |
Subjects: | C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C12 - Hypothesis Testing: General C - Mathematical and Quantitative Methods > C4 - Econometric and Statistical Methods: Special Topics > C40 - General C - Mathematical and Quantitative Methods > C5 - Econometric Modeling C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C52 - Model Evaluation, Validation, and Selection C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C53 - Forecasting and Prediction Methods ; Simulation Methods G - Financial Economics > G1 - General Financial Markets > G12 - Asset Pricing ; Trading Volume ; Bond Interest Rates G - Financial Economics > G1 - General Financial Markets > G17 - Financial Forecasting and Simulation |
Item ID: | 96321 |
Depositing User: | Dr. Stavros Degiannakis |
Date Deposited: | 06 Oct 2019 09:48 |
Last Modified: | 06 Oct 2019 09:48 |
References: | Daigler, R.T. (1994). Advanced Option Trading, Probus Publishing Company, Chicago, USA. Degiannakis, S. and Xekalaki, E. (2005). Predictability and Model Selection in the Context of ARCH Models. Journal of Applied Stochastic Models in Business and Industry, 21, 55-82. Degiannakis S. and Xekalaki, E. (2007). Assessing the Performance of a Prediction Error Criterion Model Selection Algorithm in the Context of ARCH Models. Applied Financial Economics, 17, 149-171. Duan, J. (1995). The GARCH Option Pricing Model, Mathematical Finance, 5(1), 31-32. Heston, S.L. and Nandi, S. (2000). A Closed-Form GARCH Option Valuation Model. The Review of Financial Studies, 13(3), 585-625. Xekalaki, E. and Degiannakis, S. (2005). Evaluating Volatility Forecasts in Option Pricing in the Context of a Simulated Options Market. Computational Statistics and Data Analysis, 49(2), 611-629. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/96321 |