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 …

Efficient algorithms for mining high utility itemsets from transactional databases

VS Tseng, BE Shie, CW Wu… - IEEE transactions on …, 2012 - ieeexplore.ieee.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 algorithms have been proposed in …

Efficient mining of high utility itemsets from large datasets

A Erwin, RP Gopalan, NR Achuthan - … and Data Mining: 12th Pacific-Asia …, 2008 - Springer
High utility itemsets mining extends frequent pattern mining to discover itemsets in a
transaction database with utility values above a given threshold. However, mining high utility …

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 top-k high utility itemsets

CW Wu, BE Shie, VS Tseng, PS Yu - Proceedings of the 18th ACM …, 2012 - dl.acm.org
Mining high utility itemsets from databases is an emerging topic in data mining, which refers
to the discovery of itemsets with utilities higher than a user-specified minimum utility …

Pruning strategies for mining high utility itemsets

S Krishnamoorthy - Expert Systems with Applications, 2015 - Elsevier
High utility itemset mining problem involves the use of internal and external utilities of items
(such as profits, margins) to discover interesting patterns from a given transactional …

A survey of high utility itemset mining

P Fournier-Viger, J Chun-Wei Lin, T Truong-Chi… - High-utility pattern …, 2019 - Springer
High utility pattern mining is an emerging data science task, which consists of discovering
patterns having a high importance in databases. The utility of a pattern can be measured in …

A fast high utility itemsets mining algorithm

Y Liu, W Liao, A Choudhary - … of the 1st international workshop on Utility …, 2005 - dl.acm.org
Association rule mining (ARM) identifies frequent itemsets from databases and generates
association rules by considering each item in equal value. However, items are actually …

High-utility itemset mining with effective pruning strategies

JMT Wu, JCW Lin, A Tamrakar - ACM Transactions on Knowledge …, 2019 - dl.acm.org
High-utility itemset mining is a popular data mining problem that considers utility factors,
such as quantity and unit profit of items besides frequency measure from the transactional …

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 …