UP-Miner: A Utility Pattern Mining Toolbox

Vincent Shin-Mu Tseng, Cheng Wei Wu, Jun Han Lin, Philippe Fournier-Viger

研究成果: Conference contribution同行評審

2 引文 斯高帕斯(Scopus)

摘要

Utility pattern mining has received extensive attentions in recent years due to the wide and novel applications in various fields like e-commerce, Web mining, finance, biomedicine, etc. However, there exists not yet a toolbox for utility pattern mining so far. In this work, we address this issue by proposing a first-of-its-kind toolbox named UP-Miner (Utility Pattern Miner) that provides various functions for utility pattern mining. The main merits of UP-Miner lie in three aspects: First, it offers implementations of thirteen state-of-the-art algorithms for efficiently mining different types of utility patterns, such as high utility itemsets, high utility episodes and utility-based sequential patterns, as well as four functionalities for processing utility-based databases. Second, it is a cross-platform system implemented in Java with a user-friendly graphical interface. Third, the toolbox and relevant materials, including source codes, benchmark datasets and data generators, are made public on Web (http://bigdatalab.cs.nctu.edu.tw/software.htm) for benefiting the research community.

原文English
主出版物標題Proceedings - 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015
編輯Xindong Wu, Alexander Tuzhilin, Hui Xiong, Jennifer G. Dy, Charu Aggarwal, Zhi-Hua Zhou, Peng Cui
發行者Institute of Electrical and Electronics Engineers Inc.
頁面1656-1659
頁數4
ISBN(電子)9781467384926
DOIs
出版狀態Published - 29 一月 2016
事件15th IEEE International Conference on Data Mining Workshop, ICDMW 2015 - Atlantic City, United States
持續時間: 14 十一月 201517 十一月 2015

出版系列

名字Proceedings - 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015

Conference

Conference15th IEEE International Conference on Data Mining Workshop, ICDMW 2015
國家United States
城市Atlantic City
期間14/11/1517/11/15

指紋 深入研究「UP-Miner: A Utility Pattern Mining Toolbox」主題。共同形成了獨特的指紋。

引用此