FHN: An efficient algorithm for mining high-utility itemsets with negative unit profits

JCW Lin, P Fournier-Viger, W Gan - Knowledge-Based Systems, 2016 - Elsevier
High utility itemset mining is an emerging data mining task, which consists of discovering
highly profitable itemsets (called high utility itemsets) in very large transactional databases …

Efficiently mining high utility itemsets with negative unit profits

S Krishnamoorthy - Knowledge-Based Systems, 2018 - Elsevier
Abstract A High Utility Itemset (HUI) mining is an important problem in the data mining
literature that considers utilities of items (such as profits and margins) to discover interesting …

EFIM: a fast and memory efficient algorithm for high-utility itemset mining

S Zida, P Fournier-Viger, JCW Lin, CW Wu… - … and Information Systems, 2017 - Springer
In recent years, high-utility itemset mining has emerged as an important data mining task.
However, it remains computationally expensive both in terms of runtime and memory …

FHN: efficient mining of high-utility itemsets with negative unit profits

P Fournier-Viger - Advanced Data Mining and Applications: 10th …, 2014 - Springer
High utility itemset (HUI) mining is a popular data mining task. It consists of discovering sets
of items generating high profit in a transaction database. Several efficient algorithms have …

Mining high utility itemsets without candidate generation

M Liu, J Qu - Proceedings of the 21st ACM international conference …, 2012 - dl.acm.org
High utility itemsets refer to the sets of items with high utility like profit in a database, and
efficient mining of high utility itemsets plays a crucial role in many real-life applications and …

A hybrid framework for mining high-utility itemsets in a sparse transaction database

S Dawar, V Goyal, D Bera - Applied intelligence, 2017 - Springer
High-utility itemset mining aims to find the set of items with utility no less than a user-defined
threshold in a transaction database. High-utility itemset mining is an emerging research area …

Mining of high‐utility itemsets with negative utility

K Singh, HK Shakya, A Singh, B Biswas - Expert Systems, 2018 - Wiley Online Library
High‐utility itemset (HUI) mining is an important tasks during data mining. Recently, many
algorithms have been proposed to discover HUIs. Most of the algorithms work only for …

UP-Growth: an efficient algorithm for high utility itemset mining

VS Tseng, CW Wu, BE Shie, PS Yu - Proceedings of the 16th ACM …, 2010 - dl.acm.org
Mining high utility itemsets from a transactional database refers to the discovery of itemsets
with high utility like profits. Although a number of relevant approaches have been proposed …

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 …

Efficient algorithms for high utility itemset mining without candidate generation

JF Qu, M Liu, P Fournier-Viger - High-utility pattern mining: theory …, 2019 - Springer
High utility itemsets are sets of items having a high utility or profit in a database. Efficiently
discovering high utility itemsets plays a crucial role in real-life applications such as market …