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  • 标题:On-Line Portfolio Selection Strategy Based on Weighted Moving Average Asymmetric Mean Reversion
  • 本地全文:下载
  • 作者:Zijin PENG
  • 期刊名称:Management Science and Engineering
  • 印刷版ISSN:1913-0341
  • 电子版ISSN:1913-035X
  • 出版年度:2016
  • 卷号:10
  • 期号:1
  • 页码:43-48
  • 出版社:Canadian Research & Development Center of Sciences and Cultures
  • 其他摘要:Mean reversion is an important property for constructing efficient on-line portfolio selection strategy. The existing strategies mostly suppose that the mean reversion is multi-period symmetric or single-period asymmetric. However, the mean reversion is multi-period and asymmetric in the real market. Taking this into account, on-line strategies based on multi-period asymmetric mean reversion is proposed. With designing multi-piecewise loss function and imitating passive aggressive algorithm, we propose a new on-line strategy WMAAMR. This strategy runs in linear time, and thus is suitable for large-scale trading applications. Empirical results on four real markets show that WMAAMR can achieve better results and bear higher transaction cost rate.
  • 关键词:Mean reversion;Weighted moving average;Multi-period;Asymmetry;Passive aggressive algorithm;On-line portfolio selection strategy
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