HUOPM: High-utility occupancy pattern mining

W Gan, JCW Lin, P Fournier-Viger… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Mining useful patterns from varied types of databases is an important research topic, which
has many reallife applications. Most studies have considered the frequency as sole …

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 …

A predictive GA-based model for closed high-utility itemset mining

JCW Lin, Y Djenouri, G Srivastava, U Yun… - Applied Soft …, 2021 - Elsevier
Mining patterns with high utilization (or called high-utility itemset mining, HUIM) is
considered a major issue in recent decades especially in the market (eg, supermarket) …

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 …

HMiner: Efficiently mining high utility itemsets

S Krishnamoorthy - Expert Systems with Applications, 2017 - Elsevier
High utility itemset mining problem uses the notion of utilities to discover interesting and
actionable patterns. Several data structures and heuristic methods have been proposed in …

Mining high-utility itemsets in dynamic profit databases

LTT Nguyen, P Nguyen, TDD Nguyen, B Vo… - Knowledge-Based …, 2019 - Elsevier
Abstract High-Utility Itemset (HUI) mining is an important data-mining task which has gained
popularity in recent years due to its applications in numerous fields. HUI mining aims at …

Efficient closed high-utility pattern fusion model in large-scale databases

JCW Lin, Y Djenouri, G Srivastava - Information Fusion, 2021 - Elsevier
Abstract High-Utility Itemset Mining (HUIM) is considered a major issue in recent decades
since it reveals profit strategies for use in industry for decision-making. Most existing works …

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

JMT Wu, G Srivastava, M Wei, U Yun, JCW Lin - Information Sciences, 2021 - Elsevier
Over the past decade, high-utility itemset mining (HUIM) has received widespread attention
that can emphasize more critical information than was previously possible using frequent …

ProUM: Projection-based utility mining on sequence data

W Gan, JCW Lin, J Zhang, HC Chao, H Fujita… - Information …, 2020 - Elsevier
Utility is an important concept in Economics. A variety of applications consider utility in real-
life situations, which has lead to the emergence of utility-oriented mining (also called utility …

Efficient approach for mining high-utility patterns on incremental databases with dynamic profits

S Kim, H Kim, M Cho, H Kim, B Vo, JCW Lin… - Knowledge-Based …, 2023 - Elsevier
High-utility itemset mining (HUIM) is one of the heavily studied fields of data mining, which is
due to its high compatibility with real-world applications. HUIM is a process of extracting a …