英文标题:
《Hawkes processes for credit indices time series analysis: How random are
trades arrival times?》
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作者:
Achraf Bahamou, Maud Doumergue, Philippe Donnat
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最新提交年份:
2019
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英文摘要:
Targeting a better understanding of credit market dynamics, the authors have studied a stochastic model named the Hawkes process. Describing trades arrival times, this kind of model allows for the capture of self-excitement and mutual interactions phenomena. The authors propose here a simple yet conclusive method for fitting multidimensional Hawkes processes with exponential kernels, based on a maximum likelihood non-convex optimization. The method was successfully tested on simulated data, then used on new publicly available real trading data for three European credit indices, thus enabling quantification of self-excitement as well as volume impacts or cross indices influences.
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中文摘要:
为了更好地理解信贷市场动态,作者研究了一个名为霍克斯过程的随机模型。通过描述交易到达时间,这种模型可以捕捉自我兴奋和相互作用现象。本文提出了一种基于极大似然非凸优化的指数核多维Hawkes过程拟合方法。该方法成功地在模拟数据上进行了测试,然后在三个欧洲信贷指数的新公开真实交易数据上使用,从而能够量化自我兴奋以及交易量影响或交叉指数影响。
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分类信息:
一级分类:Statistics 统计学
二级分类:Applications 应用程序
分类描述:Biology, Education, Epidemiology, Engineering, Environmental Sciences, Medical, Physical Sciences, Quality Control, Social Sciences
生物学,教育学,流行病学,工程学,环境科学,医学,物理科学,质量控制,社会科学
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一级分类:Quantitative Finance 数量金融学
二级分类:Statistical Finance 统计金融
分类描述:Statistical, econometric and econophysics analyses with applications to financial markets and economic data
统计、计量经济学和经济物理学分析及其在金融市场和经济数据中的应用
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一级分类:Quantitative Finance 数量金融学
二级分类:Trading and Market Microstructure 交易与市场微观结构
分类描述:Market microstructure, liquidity, exchange and auction design, automated trading, agent-based modeling and market-making
市场微观结构,流动性,交易和拍卖设计,自动化交易,基于代理的建模和做市
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