Mining Long Patterns

The value and importance of long patterns are gaining increasing recognition in a wide range of domains including bioinformatics, social network analysis, software engineering and business intelligence. Yet the task of mining long patterns has remained a challenge due to the prohibitively large numb...

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書目詳細資料
主要作者: ZHU, Feida
格式: text
語言:English
出版: Institutional Knowledge at Singapore Management University 2014
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在線閱讀:https://ink.library.smu.edu.sg/sis_research/1826
http://dx.doi.org/10.1007/978-3-319-07821-2_4
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機構: Singapore Management University
語言: English
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總結:The value and importance of long patterns are gaining increasing recognition in a wide range of domains including bioinformatics, social network analysis, software engineering and business intelligence. Yet the task of mining long patterns has remained a challenge due to the prohibitively large number of smaller patterns which often need to be generated first. In this chapter, we first use a pattern lattice model to illustrate and compare various mining paradigms. Then we present recent studies for mining long patterns according to their respective pattern mining paradigms. For each category, we discuss the representative algorithms and the state-of-the-art development.