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An MA-MRR model for transaction-level analysis of highfrequency trading processes
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作者 Qiang Zhang Zudi Lu +2 位作者 shancun liu Haijun Yang Jingrui Pan 《Journal of Management Science and Engineering》 CSCD 2024年第1期53-61,共9页
The transaction-level analysis of security price changes by Madhavan,Richardson,and Roomans(1997,hereafter MRR)is a useful framework for financial analysis.The first-order Markov property of trading indicator variable... The transaction-level analysis of security price changes by Madhavan,Richardson,and Roomans(1997,hereafter MRR)is a useful framework for financial analysis.The first-order Markov property of trading indicator variables is a critical assumption in the MRR model,which contradicts the information lag empirically demonstrated in high-frequency trading processes.In this study,a nonparametric test is employed,which shows that the Markov property of the trading indicator variables is rejected on most trading days.Based on the spread decomposed structure,an MA-MRR model was proposed with a moving average structure adopted to absorb the information lag as an extension.The empirical results show that the information lag plays an important role in measuring the adverse selection risk parameter and that the difference in this parameter between the original and the extension is significant.Furthermore,our analysis suggests that the information lag parameter is a useful measure of the average speed at which information is incorporated into prices. 展开更多
关键词 Spread decomposition Adverse selection risk MA-MRR model Information lag
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Information Acquisition: Fundamental and Non-Fundamental 被引量:1
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作者 Qingduo Zeng shancun liu +1 位作者 Qiang Zhang Yaodong Yang 《Journal of Management Science and Engineering》 2018年第2期59-75,共17页
We present a parsimonious information acquisition model in which two types of traders can produce either fundamental or non-fundamental information.Fundamental information is related to asset liquidation value,whereas... We present a parsimonious information acquisition model in which two types of traders can produce either fundamental or non-fundamental information.Fundamental information is related to asset liquidation value,whereas non-fundamental information is related to the noise caused by traders'sentiment.Opening access to non-fundamental information increases the coordination possibilities among sentiment-informed traders and can yield two equilibrium-displaying properties:substitutability and complementarity.We find that the dominated mass of one type of informed trader can attenuate their information advantage,resulting in low ex ante expected utility associated with such traders.We further find that there is a crowding-out effect in information acquisition between the two types of informed traders,which offers some significant insights in explaining why bubbles burst when market sentiment is dominant. 展开更多
关键词 SENTIMENT FUNDAMENTAL Information acquisition Multiple Equilibria Rational expectation equilibrium
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