most citedFast Utility Mining on Complex Sequences

9 citations · 10 across the 2 of their papers we have counts for

collaborators

10 papers

cs.DB20199 cited

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…

cs.DB2019

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…

cs.DB2019

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…

cs.DB2019

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…

cs.DB2019

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…

cs.DB20191 cited

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.…