Mining High-Efficiency Itemsets with Negative Utilities
MathematicsHigh-efficiency itemset mining has recently emerged as a new problem in itemset mining. An itemset is classified as a high-efficiency itemset if its utility-to-investment ratio meets or exceeds a specified efficiency threshold.
Irfan Yildirim
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An Efficient Approach for Mining High Average-Utility Itemsets in Incremental Database
Engineering ProceedingsTraditional high-utility itemset (HUI) mining methods tend to overestimate utility for long itemsets, leading to biased results. High average-utility itemset (HAUI) mining addresses this problem by normalizing utility with itemset length.
Ye-In Chang +2 more
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Mining actionable combined high utility incremental and associated sequential patterns. [PDF]
PLoS One, 2023 Shi M, Gong Y, Xu T, Zhao L.
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A First-Out Alarm Detection Method via Association Rule Mining and Correlation Analysis. [PDF]
Entropy (Basel), 2023 Li D, Cheng X.
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Privately vertically mining of sequential patterns based on differential privacy with high efficiency and utility. [PDF]
Sci Rep, 2023 Liang W, Zhang W, Liang S, Yuan C.
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Rule-ranking method based on item utility in adaptive rule model. [PDF]
PeerJ Comput Sci, 2022 Hikmawati E, Maulidevi NU, Surendro K.
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Data Mining and Meta-Analysis of Psoriasis Based on Association Rules. [PDF]
J Healthc Eng, 2022 Ou J, Zhang J.
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TKFIM: Top-K frequent itemset mining technique based on equivalence classes. [PDF]
PeerJ Comput Sci, 2021 Iqbal S +5 more
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On Building and Evaluating a Medical Records Exploration Interface Using Text Mining Techniques. [PDF]
Entropy (Basel), 2021 Torres Parejo Ú +3 more
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An evolutionary computation-based sensitive pattern hiding model under a multi-threshold constraint in healthcare. [PDF]
Sci RepSharma S, Sharma R, Kumar S, Min H.
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