2012
DOI: 10.2139/ssrn.1998740
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Extreme Value Theory for Finance: A Survey

Abstract: Extreme value theory is concerned with the study of the asymptotical distribution of extreme events, that is to say events which are rare in frequency and huge with respect to the majority of observations. Statistical methods derived from this theory have been increasingly employed in finance, especially in the context of risk measurement. The aim of the present study is twofold. The first part delivers a critical review of the theoretical underpinnings of extreme value theory. The second part provides a surve… Show more

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Cited by 29 publications
(4 citation statements)
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References 195 publications
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“…EVT is commonly used to predict the probability of extreme events, and one important tool is the generalized extreme value distribution. It extensively involves hydrology [42,43], meteorology [44], finance [45,46], and is calculated through Equation (13).…”
Section: Model Anomaly Threshold Extractionmentioning
confidence: 99%
“…EVT is commonly used to predict the probability of extreme events, and one important tool is the generalized extreme value distribution. It extensively involves hydrology [42,43], meteorology [44], finance [45,46], and is calculated through Equation (13).…”
Section: Model Anomaly Threshold Extractionmentioning
confidence: 99%
“…There are numerous applications of extreme value theory in energy management (e.g., Chan & Nadarajah, 2015,Feng, Wei, & Wang, 2012, engineering (Castillo, Hadi, Balakrishnan, & Sarabia, 2005), and finance (Rocco, 2014); however, very little has been done in the management domain (Buam & McKelvey, 2006).…”
Section: Extreme Value Theorymentioning
confidence: 99%
“…The importance of tail behavior in risk assessment has been emphasized by many authors, such as Poon et al [ 1 ], Rodriguez [ 2 ], Ning [ 3 ], Okimoto [ 4 ], Ning [ 5 ], Christoffersen et al [ 6 ], Rocco [ 7 ], Gkillas et al [ 8 ], and Gkillas et al [ 9 ], and many distributional assumptions have been introduced so far to improve risk management and asset pricing practices (see, for instance, [ 10 , 11 ]). Perhaps the most obvious alternative to the usual parametric approaches is the Extreme Value Theory (EVT) since it concentrates on extreme losses.…”
Section: Introductionmentioning
confidence: 99%