An overview of high utility itemsets mining methods based on intelligent optimization algorithms

M Han, Z Gao, A Li, S Liu, D Mu - Knowledge and Information Systems, 2022 - Springer
Mining high utility itemsets from massive data is one of the most active research directions in
data mining at present. Intelligent optimization algorithms have been applied to the high …

Efficient mining of top-k high utility itemsets through genetic algorithms

JM Luna, RU Kiran, P Fournier-Viger, S Ventura - Information Sciences, 2023 - Elsevier
Mining high utility itemsets is an emerging and very active research area in data mining. The
goal is to mine all itemsets with a utility value, in terms of importance to the user, no less than …

UBP-Miner: An efficient bit based high utility itemset mining algorithm

P Wu, X Niu, P Fournier-Viger, C Huang… - Knowledge-Based …, 2022 - Elsevier
HUIM (High utility itemset mining) is a key problem in data mining. The goal is to find
itemsets having a high importance or profit in a database, to identify useful knowledge that …

High-utility itemsets mining based on binary particle swarm optimization with multiple adjustment strategies

W Fang, Q Zhang, H Lu, JCW Lin - Applied Soft Computing, 2022 - Elsevier
As an essential data mining task, high-utility itemset mining (HUIM) has attracted a lot of
research. With the increase of dataset size, traditional exact HUIM algorithms are faced with …

GPU-based efficient parallel heuristic algorithm for high-utility itemset mining in large transaction datasets

W Fang, H Jiang, H Lu, J Sun, X Wu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Heuristic algorithms have been developed to find approximate solutions for high-utility
itemset mining (HUIM) problems that compensate for the performance bottlenecks of exact …

Heuristically mining the top-k high-utility itemsets with cross-entropy optimization

W Song, C Zheng, C Huang, L Liu - Applied Intelligence, 2022 - Springer
Mining high-utility itemsets (HUIs) is one of the most important research topics in data mining
because HUIs consider non-binary frequency values of items in transactions and different …

Artificial fish swarm algorithm for mining high utility itemsets

W Song, J Li, C Huang - … Conference, ICSI 2021, Qingdao, China, July 17 …, 2021 - Springer
The discovery of high utility itemsets (HUIs) is an attractive topic in data mining. Because of
its high computational cost, using heuristic methods is a promising approach to rapidly …

Mining high utility itemsets using genetic algorithm based-particle swarm optimization (GA-PSO)

K Subramanian, P Kandhasamy - Journal of Intelligent & …, 2023 - content.iospress.com
Mining high utility itemsets (HUIs) from transaction databases is one of the current research
areas in the data mining field. HUI mining finds itemsets whose utility meets a predefined …

Optimizing high-utility item mining using hybrid dolphin echolocation and Boolean grey wolf optimization

N Pazhaniraja, S Sountharrajan, E Suganya… - Journal of Ambient …, 2023 - Springer
High-utility item-set mining has become a very crucial topic of research in recent times. It is
used to find profitable products utilizing both profit factors and the quantity as opposed to the …

High-utility itemsets mining integrating an improved crow search algorithm and particle search optimization

M Ledmi, A Ledmi, MEH Souidi, A Hamdi-Cherif… - Soft Computing, 2024 - Springer
High-utility itemsets mining (HUIM) is an important research topic in data mining that
consists of extracting efficient itemsets that generate high profit in databases. Metaheuristic …