Results 11 to 20 of about 2,727,391 (196)

A single‐phase algorithm for mining high utility itemsets using compressed tree structures

open access: yesETRI Journal, 2021
Mining high utility itemsets (HUIs) from transaction databases considers such factors as the unit profit and quantity of purchased items. Two‐phase tree‐based algorithms transform a database into compressed tree structures and generate candidate patterns
Anup Bhat B, Harish SV, Geetha M
doaj   +1 more source

Efficient Algorithm for High Utility Pattern Mining Based on Top-k [PDF]

open access: yesJisuanji gongcheng, 2019
Getting the high utility pattern through user-specified threshold is inefficient,and the result of mining may not satisfy user’s needs.Therefore,an efficient Top-k pattern mining algorithm based on EFIM algorithm is proposed.The number of high utility ...
ZHAO Linliu,LV Xin,TAO Feifei
doaj   +1 more source

Efficient chain structure for high-utility sequential pattern mining [PDF]

open access: yes, 2020
High-utility sequential pattern mining (HUSPM) is an emerging topic in data mining, which considers both utility and sequence factors to derive the set of high-utility sequential patterns (HUSPs) from the quantitative databases.
Djenouri, Youcef   +4 more
core   +4 more sources

FCHUIM: Efficient Frequent and Closed High-Utility Itemsets Mining

open access: yesIEEE Access, 2020
Mining a closed high-utility itemset is a prevalent research task in analyzing transaction databases. However, numerous target itemsets are generated in the closed high-utility itemset mining task.
Tianyou Wei   +5 more
doaj   +1 more source

An Efficient Approach for Mining Reliable High Utility Patterns

open access: yesIEEE Access, 2022
Utility mining is one of the most thriving research topics with a wide range of real-world applications. High utility pattern mining uses a utility function to extract all desired patterns that exceed a minimum utility threshold.
Mohammed A. Fouad   +4 more
doaj   +1 more source

Mining Correlated High Utility Itemsets in One Phase

open access: yesIEEE Access, 2020
High-utility itemset mining (HUIM) in transaction databases has been extensively studied to discover interesting itemsets from users' purchase behaviors. With this, business managers can adjust their sale strategies appropriately to increase profit. HUIM
Bay Vo   +8 more
doaj   +1 more source

A New Algorithm for High Average-utility Itemset Mining [PDF]

open access: yesJournal of Artificial Intelligence and Data Mining, 2019
High utility itemset mining (HUIM) is a new emerging field in data mining which has gained growing interest due to its various applications. The goal of this problem is to discover all itemsets whose utility exceeds minimum threshold.
A. Soltani, M. Soltani
doaj   +1 more source

Mining High Utility Time Interval Sequences Using MapReduce Approach: Multiple Utility Framework

open access: yesIEEE Access, 2022
Mining high utility sequential patterns is observed to be a significant research in data mining. Several methods mine the sequential patterns while taking utility values into consideration. The patterns of this type can determine the order in which items
Sumalatha Saleti   +2 more
doaj   +1 more source

An Efficient Method for Mining Closed Potential High-Utility Itemsets

open access: yesIEEE Access, 2020
High-utility itemset mining (HUIM) has become a key phase of the pattern mining process, which has wide applications, related to both quantities and profits of items. Many algorithms have been proposed to mine high-utility itemsets (HUIs).
Bay Vo   +5 more
doaj   +1 more source

Efficient Utility Tree-Based Algorithm to Mine High Utility Patterns Having Strong Correlation

open access: yesComplexity, 2021
High Utility Itemset Mining (HUIM) is one of the most investigated tasks of data mining. It has broad applications in domains such as product recommendation, market basket analysis, e-learning, text mining, bioinformatics, and web click stream analysis ...
Rashad Saeed   +3 more
doaj   +1 more source

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