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High Utility Pattern Mining: A Comprehensive Survey
2023 6th International Conference on Contemporary Computing and Informatics (IC3I), 2023High-utility pattern mining, the process of searching highly relevant patterns in databases. Pattern mining has gained popularity as a study area due to its many appliance in fields like bioinformatics, text mining, product recommendation, e-learning ...
Chaitali Patil, Sunita Dhotre
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Emerging topic detection in twitter stream based on high utility pattern mining
Expert Systems With Applications, 2019Among internet and smart device applications, Twitter has become a leading social media platform, disseminating online events occurring in the world on a real-time basis.
Hyeok-Jun Choi, C. Park
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High-Utility Pattern Mining in Hadoop Environments
2020 IEEE International Conference on Big Data (Big Data), 2020In this article, we present an Efficient High Utility Pattern Mining framework to mine high-utility patterns with a reasonable pruning strategy to speed up the mining performance. Concurrently, for solving the problem of excessive data volume in the current era, we applied the developed framework to the MapReduce architecture used for improving the ...
Jimmy Ming-Tai Wu +3 more
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On Incremental High Utility Sequential Pattern Mining
ACM Transactions on Intelligent Systems and Technology, 2018High utility sequential pattern (HUSP) mining is an emerging topic in pattern mining, and only a few algorithms have been proposed to address it. In practice, most sequence databases usually grow over time, and it is inefficient for existing algorithms to mine HUSPs from scratch when databases grow with a small portion of updates.
Jun-Zhe Wang, Jiun-Long Huang
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Discovering highly profitable travel patterns by high-utility pattern mining
Tourism Management, 2020Abstract Travel diaries have been widely used by tourism researchers to gain insights into the travel behaviors of travelers because of their rich information. However, their potentials have not been fully utilized due to the unawareness of the utility information hidden within.
Huy Quan Vu, Gang Li, Rob Law
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One scan based high average-utility pattern mining in static and dynamic databases
Future Generation Computer Systems, 2020High average utility pattern mining has been proposed to overcome the demerits of high utility pattern mining. Since high average utility pattern mining can extract more valuable patterns than high utility pattern mining, many related researches are ...
Jongseong Kim +4 more
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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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Efficient closed high-utility pattern fusion model in large-scale databases
Information Fusion, 2021Chun-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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Information Sciences, 2020
One of various pattern mining techniques, the High Utility Pattern Mining (HUPM) is a method for finding meaningful patterns from non-binary databases by considering the characteristics of the items.
Hyoju Nam +3 more
semanticscholar +3 more sources
One of various pattern mining techniques, the High Utility Pattern Mining (HUPM) is a method for finding meaningful patterns from non-binary databases by considering the characteristics of the items.
Hyoju Nam +3 more
semanticscholar +3 more sources