A comprehensive review of Value at Risk methodologies

P Abad, S Benito, C López - The Spanish Review of Financial Economics, 2014 - Elsevier
In this article we present a theoretical review of the existing literature on Value at Risk (VaR)
specifically focussing on the development of new approaches for its estimation. We effect a …

Modeling of Machine Learning-Based Extreme Value Theory in Stock Investment Risk Prediction: A Systematic Literature Review

M Melina, Sukono, H Napitupulu, N Mohamed - Big Data, 2024 - liebertpub.com
The stock market is heavily influenced by global sentiment, which is full of uncertainty and is
characterized by extreme values and linear and nonlinear variables. High-frequency data …

Assessing the importance of the choice threshold in quantifying market risk under the POT approach (EVT)

S Benito, C López-Martín, MÁ Navarro - Risk Management, 2023 - Springer
From a theoretical point of view, the selection of thresholds is a critical issue in the
framework of the Peaks Over Threshold (POT) approach, which is why in the last decade …

Combining value-at-risk forecasts using penalized quantile regressions

S Bayer - Econometrics and statistics, 2018 - Elsevier
Penalized quantile regressions are proposed for the combination of Value-at-Risk forecasts.
The primary reason for regularization of the quantile regression estimator with the elastic …

Financial stability policy and downside risk in stock returns

J Yang - The North American Journal of Economics and Finance, 2024 - Elsevier
This paper investigates the impact of financial stability policy on downside risk in stock
returns. Various risk measures are employed to estimate the downside risk of individual …

Measuring risk spillover effects on dry bulk ship** market: a value-at-risk approach

J Yang, X Zhang, YE Ge - Maritime Policy & Management, 2022 - Taylor & Francis
This paper adopts a simple but valid value-at-risk (VaR) approach to measuring the risk in
the dry bulk ship** market by means of Baltic Dry Index (BDI). To have a better …

[HTML][HTML] Impact of foreign exchange rate on oil companies risk in stock market: A Markov-switching approach

M Zolfaghari, B Sahabi - Journal of Computational and Applied …, 2017 - Elsevier
During the recent years, the importance of effective risk management has become extremely
crucial. Value at Risk (VaR) is a standard downside measure to explain the behavior of …

[PDF][PDF] The role of the loss function in value-at-risk comparisons

P Abad, SB Muela, CL Martín - The Journal of Risk Model …, 2015 - researchgate.net
This paper examines whether the comparison of value-at-risk (VaR) models depends on the
loss function used for such a purpose. We show a detailed comparison for several VaR …

[HTML][HTML] The Gumbel Copula Method for Estimating Value at Risk: Evidence from Telecommunication Stocks in Indonesia during the COVID-19 Pandemic

GM Tinungki, S Siswanto, A Najiha - Journal of Risk and Financial …, 2023 - mdpi.com
The COVID-19 pandemic has had a substantial and far-reaching impact on global economic
growth, extending its effects to Indonesia as well. Various sectors have witnessed a decline …

Asymmetric jump beta estimation with implications for portfolio risk management

V Alexeev, G Urga, W Yao - International Review of Economics & Finance, 2019 - Elsevier
We evaluate the impact of extreme market shifts on equity portfolios and study the difference
in negative and positive reactions to market jumps with implications for portfolio risk …