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Efficient Chain Structure for High-Utility Sequential Pattern Mining [PDF]

open access: yesIEEE Access, 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.
Jerry Chun-Wei Lin   +4 more
doaj   +7 more sources

HUOPM: High-Utility Occupancy Pattern Mining [PDF]

open access: yesIEEE Transactions on Cybernetics, 2020
Accepted by IEEE Transactions on Cybernetics, 14 ...
Wensheng Gan   +4 more
semanticscholar   +7 more sources

A Survey of Correlated High Utility Pattern Mining

open access: yesIEEE Access, 2021
Pattern mining is an unsupervised data mining approach aims to find interesting patterns that can be used to support decision-making. High Utility Pattern Mining (HUPM) aims to extract patterns having high utility or importance which has broad ...
Rashad S. Almoqbily   +2 more
doaj   +2 more sources

IDHUP: Incremental Discovery of High Utility Pattern

open access: yes網際網路技術學刊, 2023
<p>As a sub-problem of pattern discovery, utility-oriented pattern mining has recently emerged as a focus of researchers&rsquo; attention and offers broad application prospects. Considering the dynamic characteristics of the input databases, incremental utility mining methods have been proposed, aiming to discover ...
Lele Yu Lele Yu   +3 more
openaire   +2 more sources

Efficient Approach for Damped Window-Based High Utility Pattern Mining With List Structure

open access: yesIEEE Access, 2020
Traditional pattern mining is designed to handle binary database that assume all items in the database have same importance, there is a limitation to recognize accurate information from real-world databases using traditional method. To solve this problem,
Hyoju Nam   +5 more
doaj   +2 more sources

Incremental Top-k High Utility Pattern Mining and Analyzing Over the Entire Accumulated Dynamic Database

open access: yesIEEE Access
Top-k high utility pattern mining, which extracts the highest top-k patterns that the users want to find, has been actively studied. Most previous studies in this domain have focused on static databases, where data insertions do not occur.
Chanhee Lee   +7 more
doaj   +2 more sources

Improved adaptive-phase fuzzy high utility pattern mining algorithm based on tree-list structure for intelligent decision systems [PDF]

open access: yesScientific Reports
With the rapid development of AI and big data mining technologies, computerized medical decision-making has become increasingly prominent. The aim of high-utility pattern mining (HUPM) is to discover meaningful patterns in medical databases that ...
Jing Chen   +6 more
doaj   +2 more sources

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

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   +2 more sources

Extended High Utility Pattern Mining: An Answer Set Programming Based Framework and Applications [PDF]

open access: yesTheory and Practice of Logic Programming, 2023
Detecting sets of relevant patterns from a given dataset is an important challenge in data mining. The relevance of a pattern, also called utility in the literature, is a subjective measure and can be actually assessed from very different points of ...
Francesco Cauteruccio, G. Terracina
semanticscholar   +1 more source

High-Utility Semantic Trajectory Pattern Mining for Security System [PDF]

open access: yesJisuanji gongcheng, 2023
In security systems,transforming a large number of collected target trajectories into semantic trajectories and mining their frequency patterns are helpful in analyzing target behavior patterns,identifying hazard sources,and enhancing internal prevention
FU Jiahao, YANG Jiayi, LI Aiguo
doaj   +1 more source

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