Estimating Option-Implied Distributions in Illiquid Markets and Implementing the Ross Recovery Theorem

Estimating Option-Implied Distributions in Illiquid Markets and Implementing the Ross Recovery Theorem
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Total Pages : 27
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ISBN-10 : OCLC:1305990093
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Book Synopsis Estimating Option-Implied Distributions in Illiquid Markets and Implementing the Ross Recovery Theorem by : Emlyn James Flint

Download or read book Estimating Option-Implied Distributions in Illiquid Markets and Implementing the Ross Recovery Theorem written by Emlyn James Flint and published by . This book was released on 2016 with total page 27 pages. Available in PDF, EPUB and Kindle. Book excerpt: We describe how forward-looking information on the statistical properties of an asset can be extracted directly from options market data and how this can be used practically in portfolio management. Although the extraction of a forward-looking risk-neutral distribution is well-established in the literature, the issue of estimation in an illiquid market is not. We use the deterministic SVI volatility model to estimate weekly risk-neutral distribution surfaces. The issue of calibration with sparse and noisy data is considered at length and a simple but robust fitting algorithm is proposed. Furthermore, we attempt to extract real-world implied information by implementing the recovery theorem introduced by Ross (2015). Recovery is an ill-posed problem that requires careful consideration. We describe a regularization methodology for extracting real-world implied distributions and implement this method on a history of SVI volatility surfaces. We analyse the first four moments from the implied risk-neutral and real-world implied distributions and use them as signals within a simple tactical asset allocation framework, finding promising results.

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