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Scalable and Efficient Approach for High Temporal Fuzzy Utility Pattern Mining

IEEE Transactions on Cybernetics, 2023
Fuzzy 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
exaly   +3 more sources

One-Phase Temporal Fuzzy Utility Mining

2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2020
Temporal 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
exaly   +2 more sources

Mining Temporal Fuzzy Utility Itemsets by Tree Structure

2019 IEEE International Conference on Big Data (Big Data), 2019
More 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
exaly   +2 more sources

Fuzzy Utility Mining on Temporal Data

2022 4th International Conference on Data Intelligence and Security (ICDIS), 2022
Shicheng Wan   +2 more
exaly   +2 more sources

Explainable Fuzzy Utility Mining on Sequences

IEEE Transactions on Fuzzy Systems, 2021
Wensheng Gan, Zilin Du, Weiping Ding
exaly  

Fuzzy high-utility pattern mining in parallel and distributed Hadoop framework

Information Sciences, 2021
Jimmy Ming-Tai Wu   +2 more
exaly  

Mining High-utility Temporal Patterns on Time Interval–based Data

ACM Transactions on Intelligent Systems and Technology, 2020
Yi-Cheng Chen   +2 more
exaly  

Fuzzy utility mining with upper-bound measure

Applied Soft Computing Journal, 2015
Guo-Cheng Lan   +2 more
exaly  

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