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- research-articleMarch 2024
Efficient approach of high average utility pattern mining with indexed list-based structure in dynamic environments
Information Sciences: an International Journal (ISCI), Volume 657, Issue CFeb 2024https://doi.org/10.1016/j.ins.2023.119924AbstractVarious studies on high utility pattern mining have been conducted to satisfy the emerging need to consider the characteristics of real-world databases, such as the importance and quantity of items. In the traditional utility-based framework, the ...
- research-articleFebruary 2024
Efficient approach for mining high-utility patterns on incremental databases with dynamic profits
Knowledge-Based Systems (KNBS), Volume 282, Issue CDec 2023https://doi.org/10.1016/j.knosys.2023.111060AbstractHigh-utility itemset mining (HUIM) is one of the heavily studied fields of data mining, which is due to its high compatibility with real-world applications. HUIM is a process of extracting a complete set of interesting patterns by considering the ...
- research-articleNovember 2023
An advanced approach for incremental flexible periodic pattern mining on time-series data
Expert Systems with Applications: An International Journal (EXWA), Volume 230, Issue CNov 2023https://doi.org/10.1016/j.eswa.2023.120697AbstractPeriodic pattern mining is a topic for mining periodic event patterns with sufficient confidence. The resulted patterns are often used to predict future events because they have established confidence that their periodicity will be maintained ...