Title :
Application of extreme value theory in commodity markets
Author :
Kumar, Usha A. ; Durga, Ashwin
Author_Institution :
Shaliesh J. Mehta Sch. of Manage., IIT Bombay, Mumbai, India
Abstract :
Extreme value theory (EVT) is the theory of modelling and measuring events which occur with very small probability. This implies its usefulness in risk modelling as risky events happen with low probability. In our study, we have focused on the prices of Gold and Silver which have been one of the preferred investments over the centuries. Initially, univariate analysis is carried out to model the extreme values of gold and silver separately. In order to assess the joint behavior, bivariate analysis is also carried out on the extreme values. Thus, Extreme value theory is used to know the characteristics of the distribution of these precious metals thus enabling us to choose a better model by focusing on the tails of the distribution.
Keywords :
commodity trading; investment; statistical analysis; bivariate analysis; commodity market; extreme value theory; gold; risk modelling; silver; univariate analysis; Analytical models; Data models; Distribution functions; Gold; Logistics; Risk management; Silver; Commodity market; Extreme Value theory; Generalized Pareto distribution; Generalized extreme value distribution; risk management;
Conference_Titel :
Industrial Engineering and Engineering Management (IEEM), 2013 IEEE International Conference on
Conference_Location :
Bangkok
DOI :
10.1109/IEEM.2013.6962535