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Efficient algorithms for discovering high-utility patterns with strong frequency affinities

Expert systems with applications, 2021
In recent years, high-utility pattern mining has been studied extensively. However, most of these studies have addressed mining high-utility patterns (HUPs) without consideration for their frequencies, leading to the mining of meaningless HUPs.
Nhan Vuong   +3 more
semanticscholar   +1 more source

Efficient algorithms for mining up-to-date high-utility patterns

Advanced Engineering Informatics, 2015
Jerry Chun-Wei Lin   +2 more
exaly   +2 more sources

Efficient list based mining of high average utility patterns with maximum average pruning strategies

Information Sciences, 2021
High average utility pattern mining is the concept proposed to complement drawbacks of high utility pattern mining by considering lengths of patterns along with the utilities of the patterns.
Heonho Kim, Unil Yun, Yoonji Baek
exaly   +2 more sources

SOHUPDS: a single-pass one-phase algorithm for mining high utility patterns over a data stream

ACM Symposium on Applied Computing, 2020
High utility pattern mining has emerged to overcome the limitation of frequent pattern mining where only frequency is taken as importance without considering the actual importance of items. Existing algorithms for mining high utility patterns over a data
Bijay Prasad Jaysawal, Jen-Wei Huang
semanticscholar   +1 more source

An indexed set representation based multi-objective evolutionary approach for mining diversified top-k high utility patterns

Engineering Applications of Artificial Intelligence, 2019
How to discover top-k patterns with the largest utility values, namely, mining top-k high utility patterns, is a hot topic in data mining. However, most of the existing works for mining top-k high utility patterns consider each pattern separately during ...
Shangshang Yang, Fan Cheng, Ying Xie
exaly   +2 more sources

Mining top-k high utility patterns over data streams

Information Sciences, 2014
Morteza Zihayat, Aijun An
exaly   +2 more sources

Efficient Parallel Algorithm for Mining High Utility Patterns Based on Spark

International Conference on Data Science in Cyberspace, 2019
Utility pattern mining is an important data mining technology that can find patterns that are both statistically significant and in accordance with users' expectations and objectives, which emerged recently to address the limitation of frequent pattern ...
Junqiang Liu   +4 more
semanticscholar   +1 more source

Efficient approach for mining high-utility patterns on incremental databases with dynamic profits

Knowledge-Based Systems, 2023
Sinyoung Kim   +6 more
semanticscholar   +1 more source

Mining periodic trends via closed high utility patterns

Expert systems with applications, 2023
Yanlin Qi   +3 more
semanticscholar   +1 more source

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