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A GARCH Tutorial with R [PDF]

open access: yesRevista de Administração Contemporânea, 2021
ABSTRACT Context: modeling volatility is an advanced technique in financial econometrics, with several applications for academic research. Objective: in this tutorial paper, we will address the topic of volatility modeling in R. We will discuss the underlying logic of GARCH models, their representation and estimation process, along with a descriptive
Marcelo Scherer Perlin   +3 more
openaire   +5 more sources

GARCH Modeling of Cryptocurrencies [PDF]

open access: yesSSRN Electronic Journal, 2017
With the exception of Bitcoin, there appears to be little or no literature on GARCH modelling of cryptocurrencies. This paper provides the first GARCH modelling of the seven most popular cryptocurrencies. Twelve GARCH models are fitted to each cryptocurrency, and their fits are assessed in terms of five criteria.
Chu, Jeffrey   +3 more
openaire   +2 more sources

An exceptional localization of hydatidosis

open access: yesPAMJ Clinical Medicine, 2020
A 48-years-old woman, presenting a huge mass of the posterior surface of the thigh, fixed on the deep and superficial planes, evolving for 1 year. The patient has no particular pathological history, and no other signs were noted, including neither weight´
Oussama Eladaoui, Abdelhak Garch
doaj   +1 more source

Covid-19 pandemic and stock returns volatility: Evidence from Vietnam’s stock marke

open access: yesHo Chi Minh City Open University Journal of Science - Economics and Business Administration, 2022
The Covid-19 global pandemic has caused trouble for labour and financial markets worldwide, and financial and health crises resulted. This makes policy makers get confused. The study is carried out with the aim of investigating the impacts of Covid-19 on
Nguyen Thi My Linh
doaj   +1 more source

GARCH models without positivity constraints: Exponential or log GARCH? [PDF]

open access: yesJournal of Econometrics, 2013
This paper provides a probabilistic and statistical comparison of the log-GARCH and EGARCH models, which both rely on multiplicative volatility dynamics without positivity constraints. We compare the main probabilistic properties (strict stationarity, existence of moments, tails) of the EGARCH model, which are already known, with those of an asymmetric
Francq, Christian   +2 more
openaire   +4 more sources

Multivariate GARCH Models [PDF]

open access: yesSSRN Electronic Journal, 2008
This article contains a review of multivariate GARCH models. Most common GARCH models are presented and their properties considered. This also includes nonparametric and semiparametric models. Existing specification and misspecification tests are discussed.
Silvennoinen, Annastiina   +1 more
openaire   +3 more sources

Empirical performance of GARCH, GARCH-M, GJR-GARCH and log-GARCH models for returns volatility

open access: yesJournal of Physics: Conference Series, 2019
Abstract Volatility plays an important role in the field of financial econometrics as one of the risk indicators. Many various models address the problem of modeling the volatilities of financial asset returns. This study provides a new empirical performance comparison of the four different GARCH-type models, namely GARCH, GARCH-M, GJR ...
D B Nugroho   +5 more
openaire   +1 more source

A Copula-Garch Modelcopula-Garch Model [PDF]

open access: yesEconomic Research-Ekonomska Istraživanja, 2010
AbstractIn the present study we develop a new two-dimensional Copula-GARCH model. This type of two-dimensional process is characterized by a dependency structure modeled using a copula function. For the marginal densities we employ a GARCH(1,1) model with innovations drawn from a t-Student distribution.
openaire   +1 more source

Comparison Results for GARCH Processes [PDF]

open access: yesJournal of Applied Probability, 2012
We consider the problem of stochastic comparison of general GARCH-like processes for different parameters and different distributions of the innovations. We identify several stochastic orders that are propagated from the innovations to the GARCH process itself, and we discuss their interpretations. We focus on the convex order and show that in the case
F. Bellini   +3 more
openaire   +8 more sources

Temporal Aggregation of Garch Processes [PDF]

open access: yesEconometrica, 1993
Abstract We derive low frequency, say weekly, models implied by high frequency, say daily, ARMA models with symmetric GARCH errors. Both stock and flow variable cases are considered. We show that low frequency models exhibit conditional heteroskedasticity of the GARCH form as well.
Drost, F.C., Nijman, T.E.
openaire   +10 more sources

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