257 citations · 919 across the 11 of their papers we have counts for
6 papers · 2 filters
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.…