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An approach for high utility pattern mining
International Journal of Data Analysis Techniques and Strategies, 2018Mining high utility pattern has become prominent as it provides semantic significance (utility/weighted patterns) associated with items in a transaction. Data analysis and respective strategies for mining high utility patterns is important in real world scenarios.
Malaya Dutta Borah, Rajni Jindal
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High-Utility Sequential Pattern Mining with Multiple Minimum Utility Thresholds
2017High-utility sequential pattern mining is an emerging topic in recent decades and most algorithms were designed to identify the complete set of high-utility sequential patterns under the single minimum utility threshold. In this paper, we first propose a novel framework called high-utility sequential pattern mining with multiple minimum utility ...
Jerry Chun-Wei Lin +2 more
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Applying the maximum utility measure in high utility sequential pattern mining
Expert Systems with Applications, 2014Abstract Recently, high utility sequential pattern mining has been an emerging popular issue due to the consideration of quantities, profits and time orders of items. The utilities of subsequences in sequences in the existing approach are difficult to be calculated due to the three kinds of utility calculations.
Guo-Cheng Lan +3 more
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High Utility Co-location Patterns with Instance Utility
2022Lizhen Wang, Yuan Fang, Lihua Zhou
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HUPM-MUO: high utility pattern mining under multiple utility objectives
International Journal of Computer Aided Engineering and Technology, 2021A. Muralidhar, Pattabiraman Venkatasubbu
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Candidate List Maintenance in High Utility Sequential Pattern Mining
2018 IEEE International Conference on Big Data (Big Data), 2018High utility sequential pattern mining (HUSPM) lends the aspect of item value or importance to sequential pattern mining by identifying patterns that comprise a significant level of utility in a database. This paper addresses the challenge of establishing upper bounds on future candidate pattern utilities in an effort to reduce the search space ...
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High Utility Pattern Mining: A Comprehensive Survey
2023 6th International Conference on Contemporary Computing and Informatics (IC3I), 2023Chaitali Patil, Sunita Dhotre
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Targeted Mining of Rare High-Utility Patterns
2022 IEEE International Conference on Big Data (Big Data), 2022Peifeng Zhang +3 more
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Efficient list based mining of high average utility patterns with maximum average pruning strategies
Information Sciences, 2021Unil Yun, Bay Vo, Hamido Fujita
exaly