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Scalable and Efficient Approach for High Temporal Fuzzy Utility Pattern Mining
IEEE Transactions on Cybernetics, 2023Fuzzy utility (FU) pattern mining with an advantage in human reasoning has become one of the interesting topics in studies of knowledge discovery. The discovered information in FU pattern mining from real-life quantitative databases with item profits is suitable for interpreting data from a human perspective because it is not expressed using numerical ...
Taewoong Ryu, Heonho Kim, Chanhee Lee
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One-Phase Temporal Fuzzy Utility Mining
2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2020Temporal utility mining is complicated than utility mining due to the time consideration. The former discusses the situation that different items may have different profit values and on-shelf time periods. In this paper, we handle the problem of temporal fuzzy utility mining, which simultaneously considers the temporal factor, purchased quantities ...
Tzung-Pei Hong +2 more
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Mining Temporal Fuzzy Utility Itemsets by Tree Structure
2019 IEEE International Conference on Big Data (Big Data), 2019More complicated than fuzzy data mining, temporal fuzzy utility data mining takes into account the temporal factor of transactions, purchased quantities, item profits, and linguistic terms. In this paper, a tree structure modified from the frequent-pattern tree is designed and a mining algorithm based on it was proposed to extract high temporal fuzzy ...
Tzung-Pei Hong +2 more
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Fuzzy Utility Mining on Temporal Data
2022 4th International Conference on Data Intelligence and Security (ICDIS), 2022Shicheng Wan +2 more
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Explainable Fuzzy Utility Mining on Sequences
IEEE Transactions on Fuzzy Systems, 2021Wensheng Gan, Zilin Du, Weiping Ding
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Fuzzy high-utility pattern mining in parallel and distributed Hadoop framework
Information Sciences, 2021Jimmy Ming-Tai Wu +2 more
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Mining High-utility Temporal Patterns on Time Interval–based Data
ACM Transactions on Intelligent Systems and Technology, 2020Yi-Cheng Chen +2 more
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Fuzzy utility mining with upper-bound measure
Applied Soft Computing Journal, 2015Guo-Cheng Lan +2 more
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