Incremental sequential patterns for multivariate temporal association rules mining

作者：

Highlights：

• PrefixSpan is extended to mine fuzzy sequential pattern from multivariate time series.

• Time interval of sequential pattern can be mined from temporal sequence dataset.

• Original mined information can be inherited to mine Incremental sequential patterns.

• Fuzzy temporal association rules can be mined based on the mined sequential patterns.

摘要

•PrefixSpan is extended to mine fuzzy sequential pattern from multivariate time series.•Time interval of sequential pattern can be mined from temporal sequence dataset.•Original mined information can be inherited to mine Incremental sequential patterns.•Fuzzy temporal association rules can be mined based on the mined sequential patterns.

论文关键词：Sequential pattern,Temporal association rules,Incremental mining,Time interval,Fuzzy sets

论文评审过程：Received 30 October 2021, Revised 23 June 2022, Accepted 28 June 2022, Available online 2 July 2022, Version of Record 7 July 2022.

论文官网地址：https://doi.org/10.1016/j.eswa.2022.118020