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Efficient algorithms for discovering high-utility patterns with strong frequency affinities
Expert systems with applications, 2021In 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, 2015Jerry 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, 2021High 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, 2020High 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
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
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, 2014Morteza 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, 2019Utility 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, 2023Sinyoung Kim +6 more
semanticscholar +1 more source
Mining periodic trends via closed high utility patterns
Expert systems with applications, 2023Yanlin Qi +3 more
semanticscholar +1 more source

