Mining Fuzzy Sequential Patterns with Fuzzy Time-Intervals in Quantitative Sequence Databases

Author:

Phuong Truong Duc1,Van Thanh Do2,Dung Nguyen Duc3

Affiliation:

1. Hanoi Metropolitan University , Vietnam

2. Faculty of Information Technology , Nguyen Tat Thanh University , Vietnam

3. Institute of Information Technology, Vietnamese Academy of Science and Technology , Vietnam

Abstract

Abstract The main objective of this paper is to introduce fuzzy sequential patterns with fuzzy time-intervals in quantitative sequence databases. In the fuzzy sequential pattern with fuzzy time-intervals, both quantitative attributes and time distances are represented by linguistic terms. A new algorithm based on the Apriori algorithm is proposed to find the patterns. The mined patterns can be applied to market basket analysis, stock market analysis, and so on.

Publisher

Walter de Gruyter GmbH

Subject

General Computer Science

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Incremental sequential patterns for multivariate temporal association rules mining;Expert Systems with Applications;2022-11

2. Mining of Frequent and High Utility Fuzzy Sequential Patterns;2022 International Conference on Applied Artificial Intelligence and Computing (ICAAIC);2022-05-09

3. Mining Transactional Databases for Frequent and High-Utility Fuzzy Sequential Patterns With Time Intervals;IEEE Access;2022

4. Mining Fuzzy Common Sequential Rules with Fuzzy Time-Interval in Quantitative Sequence Databases;International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems;2020-11-25

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