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Empirical performance of a model-free volatility against the different option strike size discreteness

Harun, Hanani Farhah and Abdullah, Mimi Hafizah (2018) Empirical performance of a model-free volatility against the different option strike size discreteness. In: Conference on Mathematics, Informatics and Statistics (CMIS2018), 29th-31st October 2018, Kuala Terengganu, Terengganu. (Unpublished)

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Abstract

This study investigates whether the different step size of option strike price discreteness contributes to the performance of a model-free variance in approximating the real-value volatility. The volatility is proxied by the volatility implied by the Black-Scholes-Merton option pricing model. We concentrate on examining the respective relationship governing the function of approximation error against the strike price step. A sample data extracted from DJIA index options data is used, which covers the period from January 2009 until the end of 2015. This study finds that the best strike price step size that asserts the most minimum approximation error by practice is a step size of $1.00. There exists a linear relationship between strike price discreteness size and approximation error. The choice of the different step size of strike price discreteness is in fact contributes to the performance of a model-free variance in approximating the real-value volatility.

Item Type: Conference or Workshop Item (Invited Papers)
Additional Information: 4482/73560
Uncontrolled Keywords: model-free, options, strike price discreteness and volatility.
Subjects: Q Science > QA Mathematics
Q Science > QA Mathematics > QA276 Mathematical Statistics
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button): Kulliyyah of Science
Kulliyyah of Science > Department of Computational and Theoretical Sciences
Depositing User: Ms Mimi Hafizah Abdullah
Date Deposited: 08 Aug 2019 09:13
Last Modified: 03 Apr 2020 18:08
URI: http://irep.iium.edu.my/id/eprint/73560

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