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Assessing the contribution of garch-type models with realized measures to BM&FBovespa stocks allocationBoff, Tainan de Bacco Freitas January 2018 (has links)
Neste trabalho realizamos um amplo estudo de simulação com o objetivo principal de avaliar o desempenho de carteiras de mínima variância global construídas com base em modelos de previsão da volatilidade que utilizam dados de alta frequência (em comparação a dados diários). O estudo é baseado em um abrangente conjunto de dados financeiros, compreendendo 41 ações listadas na BM&FBOVESPA entre 2009 e 2017. Nós avaliamos modelos de previsão de volatilidade que são inspirados na literatura ARCH, mas que também incluem medidas realizadas. Eles são os modelos GARCH-X, HEAVY e Realized GARCH. Seu desempenho é comparado com o de carteiras construídas com base na matriz de covariância amostral, métodos de encolhimento e DCC-GARCH, bem como com a carteira igualmente ponderada e o índice Ibovespa. Uma vez que a natureza do trabalho é multivariada, e a fim de possibilitar a estimação de matrizes de covariância de grandes dimensões, recorremos à especificação DCC. Utilizamos três frequências de rebalanceamento (diária, semanal e mensal) e quatro conjuntos diferentes de restrições sobre os pesos das carteiras. A avaliação de desempenho baseia-se em medidas econômicas tais como retornos anualizados, volatilidade anualizada, razão de Sharpe, máximo drawdown, Valor em Risco, Valor em Risco condicional e turnover. Como conclusão, para o nosso conjunto de dados o uso de retornos intradiários (amostrados a cada 5 e 10 minutos) não melhora o desempenho das carteiras de mínima variância global. / In this work we perform an extensive backtesting study targeting as a main goal to assess the performance of global minimum variance (GMV) portfolios built on volatility forecasting models that make use of high frequency (compared to daily) data. The study is based on a broad intradaily financial dataset comprising 41 assets listed on the BM&FBOVESPA from 2009 to 2017. We evaluate volatility forecasting models that are inspired by the ARCH literature, but also include realized measures. They are the GARCH-X, the High-Frequency Based Volatility (HEAVY) and the Realized GARCH models. Their perfomances are benchmarked against portfolios built on the sample covariance matrix, covariance matrix shrinkage methods, DCC-GARCH as well as the naive (equally weighted) portfolio and the Ibovespa index. Since the nature of this work is multivariate and in order to make possible the estimation of large covariance matrices, we resort to the Dynamic Conditional Correlation (DCC) specification. We use three different rebalancing schemes (daily, weekly and monthly) and four different sets of constraints on portfolio weights. The performance assessment relies on economic measures such as annualized portfolio returns, annualized volatility, Sharpe ratio, maximum drawdown, Value at Risk, Expected Shortfall and turnover. We also account for transaction costs. As a conclusion, for our dataset the use of intradaily returns (sampled every 5 and 10 minutes) does not enhance the performance of GMV portfolios.
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Assessing the contribution of garch-type models with realized measures to BM&FBovespa stocks allocationBoff, Tainan de Bacco Freitas January 2018 (has links)
Neste trabalho realizamos um amplo estudo de simulação com o objetivo principal de avaliar o desempenho de carteiras de mínima variância global construídas com base em modelos de previsão da volatilidade que utilizam dados de alta frequência (em comparação a dados diários). O estudo é baseado em um abrangente conjunto de dados financeiros, compreendendo 41 ações listadas na BM&FBOVESPA entre 2009 e 2017. Nós avaliamos modelos de previsão de volatilidade que são inspirados na literatura ARCH, mas que também incluem medidas realizadas. Eles são os modelos GARCH-X, HEAVY e Realized GARCH. Seu desempenho é comparado com o de carteiras construídas com base na matriz de covariância amostral, métodos de encolhimento e DCC-GARCH, bem como com a carteira igualmente ponderada e o índice Ibovespa. Uma vez que a natureza do trabalho é multivariada, e a fim de possibilitar a estimação de matrizes de covariância de grandes dimensões, recorremos à especificação DCC. Utilizamos três frequências de rebalanceamento (diária, semanal e mensal) e quatro conjuntos diferentes de restrições sobre os pesos das carteiras. A avaliação de desempenho baseia-se em medidas econômicas tais como retornos anualizados, volatilidade anualizada, razão de Sharpe, máximo drawdown, Valor em Risco, Valor em Risco condicional e turnover. Como conclusão, para o nosso conjunto de dados o uso de retornos intradiários (amostrados a cada 5 e 10 minutos) não melhora o desempenho das carteiras de mínima variância global. / In this work we perform an extensive backtesting study targeting as a main goal to assess the performance of global minimum variance (GMV) portfolios built on volatility forecasting models that make use of high frequency (compared to daily) data. The study is based on a broad intradaily financial dataset comprising 41 assets listed on the BM&FBOVESPA from 2009 to 2017. We evaluate volatility forecasting models that are inspired by the ARCH literature, but also include realized measures. They are the GARCH-X, the High-Frequency Based Volatility (HEAVY) and the Realized GARCH models. Their perfomances are benchmarked against portfolios built on the sample covariance matrix, covariance matrix shrinkage methods, DCC-GARCH as well as the naive (equally weighted) portfolio and the Ibovespa index. Since the nature of this work is multivariate and in order to make possible the estimation of large covariance matrices, we resort to the Dynamic Conditional Correlation (DCC) specification. We use three different rebalancing schemes (daily, weekly and monthly) and four different sets of constraints on portfolio weights. The performance assessment relies on economic measures such as annualized portfolio returns, annualized volatility, Sharpe ratio, maximum drawdown, Value at Risk, Expected Shortfall and turnover. We also account for transaction costs. As a conclusion, for our dataset the use of intradaily returns (sampled every 5 and 10 minutes) does not enhance the performance of GMV portfolios.
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Analyzing frequent acquires in emerging markets and futures markets linkageAl Rahahleh, Naseem 15 May 2009 (has links)
The first chapter of this dissertation examines the returns to frequent acquirers from emerging markets and analyzes the cross-country variations in cumulative abnormal returns. The sample consists of 5,147 transactions carried out by firms from 17 common and civil-law countries during the period of January 1985 to June 2008. I find that the cumulative abnormal returns decline over the deal order and it is more pronounced in civil-law countries than in common-law countries. There is also evidence that the premiums paid by acquirers from civillaw countries with a first successful acquisition are higher than those from common-law countries. These findings are consistent with agency problems and the hubris hypothesis, first introduced by Roll (1986). The second chapter examines the information links across futures markets in different nations, using Vector Autoregressive (VAR)-Dynamic Conditional Correlation (DCC) model. The data comprise a large set of commodity and financial futures traded in U.S., U.K., China, Japan, Canada, and Brazil during the period from August 1998 to December 2008. The primary finding is that market interactions are relatively high for commodities for which information production generally is more diverse (metal commodities), while moderate for commodities for which information is more concentrated (agricultural commodities). Furthermore, the strength and persistence of interactions among futures markets decline after excluding the most informative markets. These findings indirectly support the breadth of information being a relevant factor in the extent of information linkage. The results also indicate that the dynamic correlation in futures markets is high in most commodity and financial futures if there is a significant bi-directional return and volatility spillover. Additionally, I estimate a market’s contribution to the price discovery process. In general, the market that has a stronger price impact and a stronger volatility spillover tends to be the market that has greater contribution or leadership in price discovery.
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Integrace akciových trhů v baltických zemích / Baltic Stock Market IntegrationStulga, Šarūnas January 2019 (has links)
1 Abstract In this thesis, we present an empirical analysis of integration between the Baltic and global stock markets during the period between 2000 and 2018. This research is spurred by the fact that all three Baltic countries displaying similar positive economic developments over the studied horizon. Using the theoretical and empirical findings from similar research papers, we ground our work for the analysis. Our methodology is based on three different models: DCC-GARCH, total and frequency connectedness, and the Engle-Granger cointegration test. Using these methods, we are able to determine both short- or long-term relationship dynamics. Based on the results from our empirical analysis we were not able to reject the null hypotheses, that the Baltic states have become more integrated between themselves and the global market. At best, our results would suggest a weak form of integration given that there were indeed some notable dynamic changes. Following these results, we provide insight on interdependencies between the Baltic states and their relationships with the global stock markets. Most notable dynamics are captured by the total connectedness measure, which indicates that the Baltic stock markets show a significantly increased connectedness with the global indices, during turbulent times in the...
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International portfolio diversification: evidence from emerging marketsVieira, Joana Colarinha 25 September 2015 (has links)
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o numero das paginas deve contar a partir da capa, está certo mas só deve aparecer o numero a partir da introdução.
fico a disposição.
Ana Luiza Holme
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Previous issue date: 2015-09-25 / Taking into account previous research we could assume to be beneficial to diversify investments in emerging economies. We investigate in the paper International Portfolio Diversification: evidence from Emerging Markets if it still holds true, given the assumption of larger world markets integration. Our results suggest a wide spread positive time-varying correlations of emerging and developed markets. However, pair-wise cross-country correlations gave evidence that emerging markets have low integration with developed markets. Consequently, we evaluate out-of-sample performance of a portfolio with emerging equity countries, confirming the initial statement that it has a better a risk-adjusted performance over a purely developed markets portfolio.
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Dynamic hedging in Markov regimesMonteiro, Wagner Oliveira 02 October 2008 (has links)
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Previous issue date: 2008-10-02T00:00:00Z / This dissertation proposes a bivariate markov switching dynamic conditional correlation model for estimating the optimal hedge ratio between spot and futures contracts. It considers the cointegration between series and allows to capture the leverage efect in return equation. The model is applied using daily data of future and spot prices of Bovespa Index and R$/US$ exchange rate. The results in terms of variance reduction and utility show that the bivariate markov switching model outperforms the strategies based ordinary least squares and error correction models.
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台灣電子產業海外存託憑證報酬率之匯率風險聶瑋瑩 Unknown Date (has links)
本文選取台灣電子產業發行之11支海外存託憑證(Global Depositary Receipts,GDR)為樣本,其中10支於美國發行、1支於歐盟發行。研究目的分別為國內標的股報酬、存託憑證報酬是否受匯率報酬影響,以及國內、外投資人對匯率風險之看法是否相同。本文選取財務上最常用之估計非線性模型條件共變數之雙變量GARCH(1,1)模型(Bivariate GARCH Model),經過AIC(Akaike Information Criteria)比較、及相關係數是否隨時間而改變之檢定後,得知所有樣本皆適用DCC(1,1)模型(Dynamic Conditional Correlation Model),於估計存託憑證報酬與匯率報酬之條件共變數後,再運用多元迴歸模型,探討實證結果。實證結果顯示國內標的股均存在顯著之匯率風險,存託憑證則多數存在顯著之匯率風險。而國內、外投資人對匯率風險之看法異同方面,宏□、鴻海、茂矽、仁寶、錸德、台積電所發行之海外存託憑證,國內、外投資人對存託憑證、國內標的股匯率風險之看法無顯著不同,可歸因於其較其他存託憑證及標的股國際化。而華邦、智邦、旺宏之海外存託憑證,國內、外投資人對存託憑證匯率風險之看法顯著不同,本文又將匯率風險之來源,歸納為兩部分:一、由標的股產生,可歸因於標的股國際化程度;二、由換匯(foreign exchange)產生,可歸因於匯率變動程度;而華邦、智邦、旺宏實證顯示匯率風險皆由標的股產生,因其於美國或歐盟上市,美元或歐元又為強勢貨幣,故不存在換匯風險。
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The Great Synchronization of International Trade CollapseAntonakakis, Nikolaos 06 1900 (has links) (PDF)
In this study we provide novel results on the extent of international trade synchronization during periods of trade collapses
and US recessions. Based on monthly data for the G7 economies over the period 1961-2011, our results suggest rather idiosyncratic patterns
of international trade synchronization during trade collapses and US recessions. During the great recession of 2007-2009, however,
international trade experienced the most sudden, severe and globally synchronized collapse. (author's abstract) / Series: Department of Economics Working Paper Series
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Modelling the interactions across international stock, bond and foreign exchange marketsHakim, Abdul January 2009 (has links)
[Truncated abstract] Given the theoretical and historical evidence that support the benefit of investing internationally. there is Iittle knowledge available of proper international portfolio construction in terms of how much should be invested in foreign countries, which countries should be targeted, and types of assets to be included in the portfolio. The prospects of these benefits depend on the market volatilities, cross-country correlations, and currency risks to change in the future. Another important issue in international portfolio diversification is the growth of newly emerging markets which have different characteristics from the developed ones. Addressing the issues, the thesis intends to investigate the nature of volatility, conditional correlations, and the impact of currency risks in international portfolio, both in developed and emerging markets. Chapter 2 provides literature review on volatility spillovers, conditional correlations, and forecasting both VaR and conditional correlations using GARCH-type models. Attention is made on the estimated models, type of assets, regions of markets, and tests of forecasts. Chapter 3 investigates the nature of volatility spillovers across intemational assets, which is important in determining the nature of portfolio's volatility when most assets are seems to be connected. ... The impacts of incorporating volatility spillovers and asymmetric effect on the forecast performance of conditional correlation will also be examined in this thesis. The VARMA-AGARCH of McAleer, Hoti and Chan (2008) and the VARMA-GARCH model of Ling and McAleer (2003) will be estimated to accommodate volatility spillovers and asymmetric effect. The CCC model of Bollerslev (1990) will also be estimated as benchmark as the model does not incorporate both volatility spillovers and asymmetric effects. Given the information about the nature of conditional correlations resulted from the forecasts using a rolling window technique, Section 2 of Chapter 4 investigates the nature of conditional correlations by estimating two multivariate GARCH models allowing for time-varying conditional correlations, namely the DCC model of Engle (2002) and the GARCC model of McAleer et al. (2008). Chapter 5 conducts VaR forecast considering the important role of VaR as a standard tool for risk management. Especially, the chapter investigates whether volatility spillovers and time-varying conditional correlations discussed in the previous two chapters are of helps in providing better VaR forecasts. The BEKK model of Engle and Kroner (1995) and the DCC model of Engle (2002) will be estimated to incorporate volatility spillovers and conditional correlations, respectively. The DVEC model of Bollerslev et al. (1998) and the CCC model of Bollerslev (1990) will be estimated to serve benchmarks, as both models do not incorporate both volatility spillovers and timevarying conditional correlations. Chapter 6 concludes the thesis and lists somc possible future research.
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Business Cycle Synchronization During US Recessions Since the Beginning of the 1870'sAntonakakis, Nikolaos 04 1900 (has links) (PDF)
This paper examines the synchronization of business cycles across the G7 countries during
US recessions since the 1870's. Using a dynamic measure of business cycle synchronization,
results depend on the globalisation period under consideration. On average, US recessions
have significantly positive effects on business cycle co-movements only in the period following
the breakdown of the Bretton Woods system of fixed exchange rates, while strongly decoupling effects among the G7 economies are documented during recessions that occurred under
the classical Gold Standard. During the 2007-2009 recession, business cycles co-movements
increased to unprecedented levels. (author's abstract) / Series: Department of Economics Working Paper Series
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