Result Details

MLSP: Mining Hierarchically-Closed Multi-Level Sequential Patterns

ŠEBEK, M.; HLOSTA, M.; ZENDULKA, J.; HRUŠKA, T. MLSP: Mining Hierarchically-Closed Multi-Level Sequential Patterns. 9th International Conference, ADMA 2013. Lecture Notes in Computer Science. Hangzhou: Springer Verlag, 2013. p. 157-168. ISBN: 978-3-642-53913-8.
Type
conference paper
Language
English
Authors
Šebek Michal, Ing., Ph.D., DIFS (FIT)
Hlosta Martin, Ing., Ph.D., DIFS (FIT)
Zendulka Jaroslav, doc. Ing., CSc., DIFS (FIT)
Hruška Tomáš, prof. Ing., CSc., DIFS (FIT)
Abstract

The problem of mining sequential patterns has been widely studied and many efficient algorithms used to solve this problem have been published. In some cases, there can be implicitly or explicitely defined taxonomies (hierarchies) over input items (e.g. product categories in a e-shop or sub-domains in the DNS system). However, how to deal with taxonomies in sequential pattern mining is marginally discussed. In this paper, we formulate the problem of mining hierarchically-closed multi-level sequential patterns and demonstrate its usefulness. The MLSP algorithm based on the on-demand generalization that outperforms other similar algorithms for mining multi-level sequential patterns is presented here.

Keywords

closed sequential pattern mining,taxonomy,generalization,GSP,MLSP

URL
Published
2013
Pages
157–168
Proceedings
9th International Conference, ADMA 2013
Series
Lecture Notes in Computer Science
Conference
9th International Conference on Advanced Data Mining and Applications
ISBN
978-3-642-53913-8
Publisher
Springer Verlag
Place
Hangzhou
DOI
10.1007/978-3-642-53914-5_14
BibTeX 
@inproceedings{BUT104515,
  author="Michal {Šebek} and Martin {Hlosta} and Jaroslav {Zendulka} and Tomáš {Hruška}",
  title="MLSP: Mining Hierarchically-Closed Multi-Level Sequential Patterns",
  booktitle="9th International Conference, ADMA 2013",
  year="2013",
  series="Lecture Notes in Computer Science",
  pages="157--168",
  publisher="Springer Verlag",
  address="Hangzhou",
  doi="10.1007/978-3-642-53914-5\{_}14",
  isbn="978-3-642-53913-8",
  url="http://link.springer.com/chapter/10.1007/978-3-642-53914-5_14"
}
Files
Projects
Advanced recognition and presentation of multimedia data, BUT, Vnitřní projekty VUT, FIT-S-11-2, start: 2011-01-01, end: 2013-12-31, completed
Centrum excelence IT4Innovations, MŠMT, Operační program Výzkum a vývoj pro inovace, ED1.1.00/02.0070, start: 2011-01-01, end: 2015-12-31, completed
Improving Security of the Internet by Using System for Analyzing of Malicious Code Spreading, TAČR, Program aplikovaného výzkumu a experimentálního vývoje ALFA, TA01010858, start: 2011-01-01, end: 2013-12-31, completed
Security-Oriented Research in Information Technology, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, start: 2007-01-01, end: 2013-12-31, running
Departments
Department of Information Systems (DIFS)
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