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Viterbi-based estimation for markov switching GARCH model

dc.contributor.authorElliott, Robert J., author
dc.contributor.authorLau, John W., author
dc.contributor.authorMiao, Hong, author
dc.contributor.authorKuen Siu, Tak, author
dc.contributor.authorApplied Mathematical Finance, publisher
dc.date.accessioned2020-05-18T22:28:05Z
dc.date.available2020-05-18T22:28:05Z
dc.date.issued2011-08-22
dc.descriptionIncludes bibliographical references (pages 18-21).
dc.descriptionPublished as: Applied Mathematical Finance, vol.19, no. 3, pp.219-231, July 2012, https://doi.org/10.1080/1350486X.2011.620396.
dc.description.abstractWe outline a two-stage estimation method for a Markov-switching Generalized Autoregressive Conditional Heteroscedastic (GARCH) model modulated by a hidden Markov chain. The first stage involves the estimation of a hidden Markov chain using the Vitberi algorithm given the model parameters. The second stage uses the maximum likelihood method to estimate the model parameters given the estimated hidden Markov chain. Applications to financial risk management are discussed through simulated data.
dc.format.mediumborn digital
dc.format.mediumarticles
dc.identifier.bibliographicCitationElliott, R., Lau, J., Miao, H., & Kuen Siu, T. (2012). Viterbi-Based Estimation for Markov Switching GARCH Model. Applied Mathematical Finance, 19(3), 219–231. https://doi.org/10.1080/1350486X.2011.620396
dc.identifier.urihttps://hdl.handle.net/10217/206882
dc.languageEnglish
dc.language.isoeng
dc.publisherColorado State University. Libraries
dc.relation.ispartofFaculty Publications
dc.rights©2013 Informa UK Limited. Author can archive pre-print and post-print.
dc.rightsCopyright and other restrictions may apply. User is responsible for compliance with all applicable laws. For information about copyright law, please see https://libguides.colostate.edu/copyright.
dc.subjectvolatility
dc.subjectregime switching
dc.subjectGARCH
dc.subjectViterbi algorithm
dc.subjectreference probability
dc.subjectfilter
dc.subjectmaximum likelihood estimation
dc.subjectvalue at risk
dc.titleViterbi-based estimation for markov switching GARCH model
dc.typeText

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