Mining high-utility itemsets with multiple minimum utility thresholds

JCW Lin, W Gan, P Fournier-Viger… - Proceedings of the Eighth …, 2015 - dl.acm.org
High-utility itemset mining (HUIM) is an emerging topic in data mining. It consists of
discovering high-utility itemsets (HUIs), ie groups of items (itemsets) that generate a high …

Mining minimal high-utility itemsets

P Fournier-Viger, JCW Lin, CW Wu, VS Tseng… - Database and Expert …, 2016 - Springer
Mining high-utility itemsets (HUIs) is a key data mining task. It consists of discovering groups
of items that yield a high profit in transaction databases. A major drawback of traditional high …

Efficient incremental high utility itemset mining

P Fournier-Viger, JCW Lin, T Gueniche… - Proceedings of the ASE …, 2015 - dl.acm.org
High-utility itemset mining (HUIM) in transaction databases is an important data mining task
with wide applications. However, most HUIM algorithms assume the unrealistic assumption …

FHM: Faster high-utility itemset mining using length upper-bound reduction

P Fournier-Viger, JCW Lin, QH Duong… - … Conference on Industrial …, 2016 - Springer
High-utility itemset (HUI) mining is a popular data mining task, consisting of enumerating all
groups of items that yield a high profit in a customer transaction database. However, an …

More efficient algorithms for mining high-utility itemsets with multiple minimum utility thresholds

W Gan, JCW Lin, P Fournier-Viger, HC Chao - Database and Expert …, 2016 - Springer
Mining high-utility itemsets (HUIs) is a popular data mining task, which consists of
discovering sets of items that yield a high profit in a transaction database. Although HUI …

Efficient mining of high average-utility itemsets with multiple minimum thresholds

JCW Lin, T Li, P Fournier-Viger, TP Hong… - … York, NY, USA, July 13-17 …, 2016 - Springer
High average-utility itemsets mining (HAUIM) is a key data mining task, which aims at
discovering high average-utility itemsets (HAUIs) by taking itemset length into account in …

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 …

A fast algorithm for mining high average-utility itemsets

JCW Lin, S Ren, P Fournier-Viger, TP Hong, JH Su… - Applied …, 2017 - Springer
Mining high-utility itemsets (HUIs) in transactional databases has become a very popular
research topic in recent years. A popular variation of the problem of HUI mining is to …

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 …

Mining maximal high utility itemsets on dynamic profit databases

LTT Nguyen, DB Vu, TDD Nguyen… - Cybernetics and Systems, 2020 - Taylor & Francis
To overcome the limitation of high-utility itemset mining, more compact, lossless, and
concise representations of high utility itemsets (HUIs) have been proposed in previous …