VPIN and extreme market conditions: evidence from Taiwan index futures market
碩士 === 元智大學 === 財務金融暨會計碩士班(財務金融學程) === 103 === This research use the new procedure presented by Easley et al. (2012a) to estimate flow toxicity, which named volume-synchronized probability of informed trading, or the VPIN flow-toxicity metric. The VPIN metric is based on volume imbalance and trade i...
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ndltd-TW-103YZU053040172019-05-15T22:08:06Z http://ndltd.ncl.edu.tw/handle/37qsfc VPIN and extreme market conditions: evidence from Taiwan index futures market VPIN與市場極端特性之探討:以臺灣指數期貨市場為例 Kang-Syuan Peng 彭康軒 碩士 元智大學 財務金融暨會計碩士班(財務金融學程) 103 This research use the new procedure presented by Easley et al. (2012a) to estimate flow toxicity, which named volume-synchronized probability of informed trading, or the VPIN flow-toxicity metric. The VPIN metric is based on volume imbalance and trade intensity which can more accurate to predict the volatility in the high frequency trading (HFT) environment. Because in HFT, trade volume convey more information than clock-time. We use the Taiwan index futures’ (TX) data from 2007/01/01 to 2008/12/31 to estimate the VPIN metric to see whether the VPIN metric can predict TX’s volatility. Then, we define some extreme market conditions, including macroeconomics announcements, extreme volatility, and extreme VIX. We find that if it is the one bucket before extreme volatility and extreme VIX, it VPIN are more higher than the others buckets. But this results not happened in the pre-macroeconomics announcements. We also find the evidence the VPIN metric can forecast TX’s volatility, especially in the financial crisis period this phenomenon is more significant, but we find a little evidence that the VPIN metric can forecast the VIX. JUN-MAO CHIU 邱敬貿 學位論文 ; thesis 34 en_US |
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碩士 === 元智大學 === 財務金融暨會計碩士班(財務金融學程) === 103 === This research use the new procedure presented by Easley et al. (2012a) to estimate flow toxicity, which named volume-synchronized probability of informed trading, or the VPIN flow-toxicity metric. The VPIN metric is based on volume imbalance and trade intensity which can more accurate to predict the volatility in the high frequency trading (HFT) environment. Because in HFT, trade volume convey more information than clock-time. We use the Taiwan index futures’ (TX) data from 2007/01/01 to 2008/12/31 to estimate the VPIN metric to see whether the VPIN metric can predict TX’s volatility. Then, we define some extreme market conditions, including macroeconomics announcements, extreme volatility, and extreme VIX. We find that if it is the one bucket before extreme volatility and extreme VIX, it VPIN are more higher than the others buckets. But this results not happened in the pre-macroeconomics announcements. We also find the evidence the VPIN metric can forecast TX’s volatility, especially in the financial crisis period this phenomenon is more significant, but we find a little evidence that the VPIN metric can forecast the VIX.
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JUN-MAO CHIU |
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JUN-MAO CHIU Kang-Syuan Peng 彭康軒 |
author |
Kang-Syuan Peng 彭康軒 |
spellingShingle |
Kang-Syuan Peng 彭康軒 VPIN and extreme market conditions: evidence from Taiwan index futures market |
author_sort |
Kang-Syuan Peng |
title |
VPIN and extreme market conditions: evidence from Taiwan index futures market |
title_short |
VPIN and extreme market conditions: evidence from Taiwan index futures market |
title_full |
VPIN and extreme market conditions: evidence from Taiwan index futures market |
title_fullStr |
VPIN and extreme market conditions: evidence from Taiwan index futures market |
title_full_unstemmed |
VPIN and extreme market conditions: evidence from Taiwan index futures market |
title_sort |
vpin and extreme market conditions: evidence from taiwan index futures market |
url |
http://ndltd.ncl.edu.tw/handle/37qsfc |
work_keys_str_mv |
AT kangsyuanpeng vpinandextrememarketconditionsevidencefromtaiwanindexfuturesmarket AT péngkāngxuān vpinandextrememarketconditionsevidencefromtaiwanindexfuturesmarket AT kangsyuanpeng vpinyǔshìchǎngjíduāntèxìngzhītàntǎoyǐtáiwānzhǐshùqīhuòshìchǎngwèilì AT péngkāngxuān vpinyǔshìchǎngjíduāntèxìngzhītàntǎoyǐtáiwānzhǐshùqīhuòshìchǎngwèilì |
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