Discovering high utility-occupancy patterns from uncertain data
It is widely known that there is a lot of useful information hidden in big data, leading to a new
saying that “data is money.” Thus, it is prevalent for individuals to mine crucial information for …
saying that “data is money.” Thus, it is prevalent for individuals to mine crucial information for …
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 …
such as quantity and unit profit of items besides frequency measure from the 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 …
patterns having a high importance in databases. The utility of a pattern can be measured in …
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 …
actionable patterns. Several data structures and heuristic methods have been proposed in …
Mining high-utility itemsets in dynamic profit databases
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 …
popularity in recent years due to its applications in numerous fields. HUI mining aims at …
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 …
due to its high compatibility with real-world applications. HUIM is a process of extracting a …
New approaches for mining regular high utility sequential patterns
Regular pattern mining has been emerged as one of the promising sub-domains of data
mining by discovering patterns with regular occurrences throughout a complete database. In …
mining by discovering patterns with regular occurrences throughout a complete database. In …
Efficient approach of sliding window-based high average-utility pattern mining with list structures
C Lee, T Ryu, H Kim, H Kim, B Vo, JCW Lin… - Knowledge-Based …, 2022 - Elsevier
Data mining has been actively studied, and it has become more important due to the
development of information technology and the demands of diverse applications, such as …
development of information technology and the demands of diverse applications, such as …
An efficient algorithm for mining high utility patterns from incremental databases with one database scan
High utility pattern mining has been actively researched as one of the significant topics in the
data mining field since this approach can solve the limitation of traditional pattern mining that …
data mining field since this approach can solve the limitation of traditional pattern mining that …
Mining top-k high utility itemsets with effective threshold raising strategies
S Krishnamoorthy - Expert Systems with Applications, 2019 - Elsevier
Abstract Top-K High Utility Itemset (HUI) mining problem offers greater flexibility to a
decision maker in specifying her/his notion of item utility and the desired number of patterns …
decision maker in specifying her/his notion of item utility and the desired number of patterns …