• A
  • A
  • A
  • ABC
  • ABC
  • ABC
  • А
  • А
  • А
  • А
  • А
Regular version of the site

Extremal Index Estimation of Weibull Type Financial Portfolio

Student: Alieva Piruza

Supervisor: Vladimir Piterbarg

Faculty: Faculty of Economic Sciences

Educational Programme: Statistical Modelling and Actuarial Science (Master)

Year of Graduation: 2020

Extreme value theory has found numerous applications in finance, insurance, including reinsurance pricing, reinsurance optimization, and risk management. In this paper, we performed an asymptotic study of the probabilities of high financial risks for various assets and financial portfolios-weighted amounts of assets, and also built statistical estimates of these probabilities. We have obtained asymptotic expansions for the probability of large risks of a financial portfolio consisting of two assets, with obtaining correction terms for these asymptotics. In this paper, we propose two approaches to estimate the parameters of the tail distribution of a Weibull-type financial portfolio, including an extremal index, based on observations of senior ordinal statistics. The first is based on the conditional maximum likelihood method, and the second is based on a nonparametric estimation of the distribution tail based on the extreme value theory. The numerical comparison of the proposed estimates was also performed.

Student Theses at HSE must be completed in accordance with the University Rules and regulations specified by each educational programme.

Summaries of all theses must be published and made freely available on the HSE website.

The full text of a thesis can be published in open access on the HSE website only if the authoring student (copyright holder) agrees, or, if the thesis was written by a team of students, if all the co-authors (copyright holders) agree. After a thesis is published on the HSE website, it obtains the status of an online publication.

Student theses are objects of copyright and their use is subject to limitations in accordance with the Russian Federation’s law on intellectual property.

In the event that a thesis is quoted or otherwise used, reference to the author’s name and the source of quotation is required.

Search all student theses