257 citations · 919 across the 11 of their papers we have counts for
11 papers
Itemset Utility Maximization with Correlation Measure
Jiahui Chen, Yixin Xu, Shicheng Wan +2
As an important data mining technology, high utility itemset mining (HUIM) is used to find out interesting but hidden information (e.g., profit and risk). HUIM has been widely appl…
Fast Utility Mining on Complex Sequences
Wensheng Gan, Jerry Chun-Wei Lin, Jiexiong Zhang +3
High-utility sequential pattern mining is an emerging topic in the field of Knowledge Discovery in Databases. It consists of discovering subsequences having a high utility (importa…
Correlated Utility-based Pattern Mining
Wensheng Gan, Jerry Chun-Wei Lin, Han-Chieh Chao +2
In the field of data mining and analytics, the utility theory from Economic can bring benefits in many real-life applications. In recent decade, a new research field called utility…
ProUM: Projection-based Utility Mining on Sequence Data
Wensheng Gan, Jerry Chun-Wei Lin, Jiexiong Zhang +3
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 c…
Utility-driven Data Analytics on Uncertain Data
Wensheng Gan, Jerry Chun-Wei Lin, Han-Chieh Chao +2
Modern Internet of Things (IoT) applications generate massive amounts of data, much of it in the form of objects/items of readings, events, and log entries. Specifically, most of t…
Beyond Frequency: Utility Mining with Varied Item-Specific Minimum Utility
Wensheng Gan, Jerry Chun-Wei Lin, Philippe Fournier-Viger +2
Utility-oriented mining which integrates utility theory and data mining is a useful tool for understanding economic consumer behavior. Traditional algorithms for mining high-utilit…
Utility Mining Across Multi-Dimensional Sequences
Wensheng Gan, Jerry Chun-Wei Lin, Jiexiong Zhang +4
Knowledge extraction from database is the fundamental task in database and data mining community, which has been applied to a wide range of real-world applications and situations.…
HUOPM: High Utility Occupancy Pattern Mining
Wensheng Gan, Jerry Chun-Wei Lin, Philippe Fournier-Viger +2
Mining useful patterns from varied types of databases is an important research topic, which has many real-life applications. Most studies have considered the frequency as sole inte…
Privacy Preserving Utility Mining: A Survey
Wensheng Gan, Jerry Chun-Wei Lin, Han-Chieh Chao +2
In big data era, the collected data usually contains rich information and hidden knowledge. Utility-oriented pattern mining and analytics have shown a powerful ability to explore t…
A Survey of Parallel Sequential Pattern Mining
Wensheng Gan, Jerry Chun-Wei Lin, Philippe Fournier-Viger +2
With the growing popularity of shared resources, large volumes of complex data of different types are collected automatically. Traditional data mining algorithms generally have pro…
A Survey of Utility-Oriented Pattern Mining
Wensheng Gan, Jerry Chun-Wei Lin, Philippe Fournier-Viger +3
The main purpose of data mining and analytics is to find novel, potentially useful patterns that can be utilized in real-world applications to derive beneficial knowledge. For iden…