Using similarity measures in prediction of changes in financial market stream data—Experimental approach
作者:
Highlights:
• Proposed W measure shows statistical advantage over other approaches.
• Relative change-based measures outperform measures based on absolute changes.
• Measures based on the relative changes exhibit good predictive capabilities.
• There is difference between difficulty of prediction among financial data sets.
摘要
•Proposed W measure shows statistical advantage over other approaches.•Relative change-based measures outperform measures based on absolute changes.•Measures based on the relative changes exhibit good predictive capabilities.•There is difference between difficulty of prediction among financial data sets.
论文关键词:Similarity measures,Stream data,Data prediction,Financial data
论文评审过程:Received 21 December 2018, Revised 4 November 2019, Accepted 13 December 2019, Available online 19 December 2019, Version of Record 29 February 2020.
论文官网地址:https://doi.org/10.1016/j.datak.2019.101782