Combining rules between PIPs and SAX to identify patterns in financial markets

作者:

Highlights:

• The work proposes a new pattern discovery approach.

• The approach combines rules between PIPs and the SAX representation.

• The rules and characters allowed the distinction of the different types of trends.

• The GA allowed a huge flexibility of solutions and to identify different patterns.

• All the results of this approach have outperformed the Buy&Hold strategy.

摘要

•The work proposes a new pattern discovery approach.•The approach combines rules between PIPs and the SAX representation.•The rules and characters allowed the distinction of the different types of trends.•The GA allowed a huge flexibility of solutions and to identify different patterns.•All the results of this approach have outperformed the Buy&Hold strategy.

论文关键词:Pattern discovery,Rules,Perceptually Important Points (PIPs),SAX representation,Genetic Algorithm,Investment rules

论文评审过程:Received 30 March 2016, Revised 1 July 2016, Accepted 4 August 2016, Available online 17 August 2016, Version of Record 24 August 2016.

论文官网地址:https://doi.org/10.1016/j.eswa.2016.08.032