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Forecasting Stock Returns using a Copula-GARCH model - Eun-Joo Lee,Jonathan Vlk,Seung-Hwan Lee

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2017-10-31
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Investigating dependence structures of stocks that are related to one another should be an important consideration in managing a stock portfolio, among other investment strategies. To capture various dependence features, we employ copula. Financial time series data is typically characterized by volatility clustering of returns that influences an estimate of a stock¿s future price. To deal with the volatilit ... Täielik kirjeldus

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Kirjeldus

Investigating dependence structures of stocks that are related to one another should be an important consideration in managing a stock portfolio, among other investment strategies. To capture various dependence features, we employ copula. Financial time series data is typically characterized by volatility clustering of returns that influences an estimate of a stock¿s future price. To deal with the volatility and dependence of stock returns, this book provides procedures of combining a copula with a GARCH model. Using the copula-GARCH approach that describes the tail dependences of stock returns, we carry out Monte Carlo simulations to predict a company¿s movements in the stock market. The procedures are illustrated in two technology stocks, Apple and Samsung.

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Autor Eun-Joo Lee, Jonathan Vlk, Seung-Hwan Lee
Kirjastaja LAP Lambert Academic Publishing
Väljalaskeaasta 2017
Kaanetüüp Pehme kaanega
EAN 9783659233579
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22,52 € 37,54 €