An SDF approach to hedge funds’ tail risk: evidence from Brazilian funds

Submitted by Laura Simonsen Leal (arula@fgvmail.br) on 2016-06-22T12:59:34Z No. of bitstreams: 1 laura_tese14(final).pdf: 1036208 bytes, checksum: eac8007047195b00593f30884e72a3e2 (MD5) === Approved for entry into archive by GILSON ROCHA MIRANDA (gilson.miranda@fgv.br) on 2016-06-22T13:18:16Z (GMT...

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Main Author: Leal, Laura Simonsen
Other Authors: Glasman, Daniela Kubudi
Language:English
Published: 2016
Subjects:
Online Access:http://hdl.handle.net/10438/16638
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spelling ndltd-IBICT-oai-bibliotecadigital.fgv.br-10438-166382019-01-21T17:35:13Z An SDF approach to hedge funds’ tail risk: evidence from Brazilian funds Leal, Laura Simonsen Glasman, Daniela Kubudi Simonsen, Axel André Escolas::EPGE FGV Almeida, Caio Ibsen Rodrigues de Asset pricing Stochastic discount factor Risk-neutral probability Hedge funds Tail risk Economia Fundos hedge Modelo de precificação de ativos Títulos (Finanças) Processo estocástico Risco (Economia) Submitted by Laura Simonsen Leal (arula@fgvmail.br) on 2016-06-22T12:59:34Z No. of bitstreams: 1 laura_tese14(final).pdf: 1036208 bytes, checksum: eac8007047195b00593f30884e72a3e2 (MD5) Approved for entry into archive by GILSON ROCHA MIRANDA (gilson.miranda@fgv.br) on 2016-06-22T13:18:16Z (GMT) No. of bitstreams: 1 laura_tese14(final).pdf: 1036208 bytes, checksum: eac8007047195b00593f30884e72a3e2 (MD5) Approved for entry into archive by Marcia Bacha (marcia.bacha@fgv.br) on 2016-06-29T13:38:50Z (GMT) No. of bitstreams: 1 laura_tese14(final).pdf: 1036208 bytes, checksum: eac8007047195b00593f30884e72a3e2 (MD5) Made available in DSpace on 2016-06-29T13:39:56Z (GMT). No. of bitstreams: 1 laura_tese14(final).pdf: 1036208 bytes, checksum: eac8007047195b00593f30884e72a3e2 (MD5) Previous issue date: 2016-03-21 The main purpose of this paper is to propose a methodology to obtain a hedge fund tail risk measure. Our measure builds on the methodologies proposed by Almeida and Garcia (2015) and Almeida, Ardison, Garcia, and Vicente (2016), which rely in solving dual minimization problems of Cressie Read discrepancy functions in spaces of probability measures. Due to the recently documented robustness of the Hellinger estimator (Kitamura et al., 2013), we adopt within the Cressie Read family, this specific discrepancy as loss function. From this choice, we derive a minimum Hellinger risk-neutral measure that correctly prices an observed panel of hedge fund returns. The estimated risk-neutral measure is used to construct our tail risk measure by pricing synthetic out-of-the-money put options on hedge fund returns of ten specific categories. We provide a detailed description of our methodology, extract the aggregate Tail risk hedge fund factor for Brazilian funds, and as a by product, a set of individual Tail risk factors for each specific hedge fund category. 2016-06-29T13:39:56Z 2016-06-29T13:39:56Z 2016-03-21 info:eu-repo/semantics/publishedVersion info:eu-repo/semantics/masterThesis LEAL, Laura Simonsen. An SDF approach to hedge funds’ tail risk: evidence from Brazilian funds. Dissertação (Mestrado em Economia) - FGV - Fundação Getúlio Vargas, Rio de Janeiro, 2016. http://hdl.handle.net/10438/16638 eng info:eu-repo/semantics/openAccess reponame:Repositório Institucional do FGV instname:Fundação Getulio Vargas instacron:FGV
collection NDLTD
language English
sources NDLTD
topic Asset pricing
Stochastic discount factor
Risk-neutral probability
Hedge funds
Tail risk
Economia
Fundos hedge
Modelo de precificação de ativos
Títulos (Finanças)
Processo estocástico
Risco (Economia)
spellingShingle Asset pricing
Stochastic discount factor
Risk-neutral probability
Hedge funds
Tail risk
Economia
Fundos hedge
Modelo de precificação de ativos
Títulos (Finanças)
Processo estocástico
Risco (Economia)
Leal, Laura Simonsen
An SDF approach to hedge funds’ tail risk: evidence from Brazilian funds
description Submitted by Laura Simonsen Leal (arula@fgvmail.br) on 2016-06-22T12:59:34Z No. of bitstreams: 1 laura_tese14(final).pdf: 1036208 bytes, checksum: eac8007047195b00593f30884e72a3e2 (MD5) === Approved for entry into archive by GILSON ROCHA MIRANDA (gilson.miranda@fgv.br) on 2016-06-22T13:18:16Z (GMT) No. of bitstreams: 1 laura_tese14(final).pdf: 1036208 bytes, checksum: eac8007047195b00593f30884e72a3e2 (MD5) === Approved for entry into archive by Marcia Bacha (marcia.bacha@fgv.br) on 2016-06-29T13:38:50Z (GMT) No. of bitstreams: 1 laura_tese14(final).pdf: 1036208 bytes, checksum: eac8007047195b00593f30884e72a3e2 (MD5) === Made available in DSpace on 2016-06-29T13:39:56Z (GMT). No. of bitstreams: 1 laura_tese14(final).pdf: 1036208 bytes, checksum: eac8007047195b00593f30884e72a3e2 (MD5) Previous issue date: 2016-03-21 === The main purpose of this paper is to propose a methodology to obtain a hedge fund tail risk measure. Our measure builds on the methodologies proposed by Almeida and Garcia (2015) and Almeida, Ardison, Garcia, and Vicente (2016), which rely in solving dual minimization problems of Cressie Read discrepancy functions in spaces of probability measures. Due to the recently documented robustness of the Hellinger estimator (Kitamura et al., 2013), we adopt within the Cressie Read family, this specific discrepancy as loss function. From this choice, we derive a minimum Hellinger risk-neutral measure that correctly prices an observed panel of hedge fund returns. The estimated risk-neutral measure is used to construct our tail risk measure by pricing synthetic out-of-the-money put options on hedge fund returns of ten specific categories. We provide a detailed description of our methodology, extract the aggregate Tail risk hedge fund factor for Brazilian funds, and as a by product, a set of individual Tail risk factors for each specific hedge fund category.
author2 Glasman, Daniela Kubudi
author_facet Glasman, Daniela Kubudi
Leal, Laura Simonsen
author Leal, Laura Simonsen
author_sort Leal, Laura Simonsen
title An SDF approach to hedge funds’ tail risk: evidence from Brazilian funds
title_short An SDF approach to hedge funds’ tail risk: evidence from Brazilian funds
title_full An SDF approach to hedge funds’ tail risk: evidence from Brazilian funds
title_fullStr An SDF approach to hedge funds’ tail risk: evidence from Brazilian funds
title_full_unstemmed An SDF approach to hedge funds’ tail risk: evidence from Brazilian funds
title_sort sdf approach to hedge funds’ tail risk: evidence from brazilian funds
publishDate 2016
url http://hdl.handle.net/10438/16638
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