Estimation of Stock Volatility Using Different Sample Frequency

碩士 === 國立臺灣大學 === 農業經濟學研究所 === 97 === Abstract The paper evaluates the performance of conditional variance models using high-frequency data of the TAIEX and attempts to determine the optimal sampling frequency for the best daily volatility forecast. In this paper, we use GARCH, T-GARCH and E-GAR...

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Main Authors: Wei-Chen Liao, 廖偉真
Other Authors: Li-Fen Lei
Format: Others
Language:zh-TW
Published: 2009
Online Access:http://ndltd.ncl.edu.tw/handle/23223206593063745695
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spelling ndltd-TW-097NTU054120152016-05-04T04:31:49Z http://ndltd.ncl.edu.tw/handle/23223206593063745695 Estimation of Stock Volatility Using Different Sample Frequency 不同樣本頻率之股市波動性估計 Wei-Chen Liao 廖偉真 碩士 國立臺灣大學 農業經濟學研究所 97 Abstract The paper evaluates the performance of conditional variance models using high-frequency data of the TAIEX and attempts to determine the optimal sampling frequency for the best daily volatility forecast. In this paper, we use GARCH, T-GARCH and E-GARCH model to measure and also add volume and interaction term. Form the analysis, is found that sampling at 5 minutes gives the best forecast for volatility. Our analysis also suggests that volume and interaction term would give better estimates of volatility with lower forecast error estimate. Li-Fen Lei 雷立芬 2009 學位論文 ; thesis 82 zh-TW
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language zh-TW
format Others
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description 碩士 === 國立臺灣大學 === 農業經濟學研究所 === 97 === Abstract The paper evaluates the performance of conditional variance models using high-frequency data of the TAIEX and attempts to determine the optimal sampling frequency for the best daily volatility forecast. In this paper, we use GARCH, T-GARCH and E-GARCH model to measure and also add volume and interaction term. Form the analysis, is found that sampling at 5 minutes gives the best forecast for volatility. Our analysis also suggests that volume and interaction term would give better estimates of volatility with lower forecast error estimate.
author2 Li-Fen Lei
author_facet Li-Fen Lei
Wei-Chen Liao
廖偉真
author Wei-Chen Liao
廖偉真
spellingShingle Wei-Chen Liao
廖偉真
Estimation of Stock Volatility Using Different Sample Frequency
author_sort Wei-Chen Liao
title Estimation of Stock Volatility Using Different Sample Frequency
title_short Estimation of Stock Volatility Using Different Sample Frequency
title_full Estimation of Stock Volatility Using Different Sample Frequency
title_fullStr Estimation of Stock Volatility Using Different Sample Frequency
title_full_unstemmed Estimation of Stock Volatility Using Different Sample Frequency
title_sort estimation of stock volatility using different sample frequency
publishDate 2009
url http://ndltd.ncl.edu.tw/handle/23223206593063745695
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