Kontaktujte nás | Jazyk: čeština English
dc.title | Sequential pattern mining using IDLists | en |
dc.contributor.author | Huynh, Minh Huy | |
dc.contributor.author | Pham, Ngoc Nam | |
dc.contributor.author | Komínková Oplatková, Zuzana | |
dc.contributor.author | Nguyen, Loan Thi Thuy | |
dc.contributor.author | Vo, Bay | |
dc.relation.ispartof | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) | |
dc.identifier.issn | 0302-9743 Scopus Sources, Sherpa/RoMEO, JCR | |
dc.identifier.isbn | 978-3-03-063006-5 | |
dc.date.issued | 2020 | |
utb.relation.volume | 12496 LNAI | |
dc.citation.spage | 341 | |
dc.citation.epage | 353 | |
dc.event.title | 12th International Conference on Computational Collective Intelligence, ICCCI 2020 | |
dc.event.location | online | |
dc.event.sdate | 2020-11-30 | |
dc.event.edate | 2020-12-03 | |
dc.type | conferenceObject | |
dc.language.iso | en | |
dc.publisher | Springer Science and Business Media Deutschland GmbH | |
dc.identifier.doi | 10.1007/978-3-030-63007-2_27 | |
dc.relation.uri | https://link.springer.com/chapter/10.1007/978-3-030-63007-2_27 | |
dc.subject | Data-IDList | en |
dc.subject | pseudo-IDList | en |
dc.subject | sequential pattern mining | en |
dc.subject | vertical format | en |
dc.description.abstract | Sequential pattern mining is a practical problem whose objective is to discover helpful informative patterns in a stored database such as market transaction databases. It covers many applications in different areas. Recently, a study that improved the runtime for mining patterns was proposed. It was called pseudo-IDLists and it helps prevent duplicate data from replicating during the mining process. However, the idea only works for the special type of sequential patterns, which are clickstream patterns. Direct applying the idea for sequential pattern mining is not feasible. Hence, we proposed adaptions and changes to the novel idea and proposed SUI (Sequential pattern mining Using IDList), a sequential pattern mining algorithm based on pseudo-IDLists. Via experiments on three test databases, we show that SUI is efficient and effective regarding runtime and memory consumption. © 2020, Springer Nature Switzerland AG. | en |
utb.faculty | Faculty of Applied Informatics | |
dc.identifier.uri | http://hdl.handle.net/10563/1010088 | |
utb.identifier.obdid | 43882277 | |
utb.identifier.scopus | 2-s2.0-85097540856 | |
utb.source | d-scopus | |
dc.date.accessioned | 2020-12-22T08:40:37Z | |
dc.date.available | 2020-12-22T08:40:37Z | |
utb.contributor.internalauthor | Huynh, Minh Huy | |
utb.contributor.internalauthor | Pham, Ngoc Nam | |
utb.contributor.internalauthor | Komínková Oplatková, Zuzana | |
utb.fulltext.affiliation | Huy Minh Huynh 1, Nam Ngoc Pham 1, Zuzana Komínková Oplatková 1, Loan Thi Thuy Nguyen 2, and Bay Vo 3 1 Faculty of Applied Informatics, Tomas Bata University in Zlín, Nám. T.G. Masaryka, 5555 Zlín, Czech Republic {huynh,npham,oplatkova}@utb.cz 2 School of Computer Science and Engineering, International University - VNU-HCM, Ho Chi Minh City, Vietnam [email protected] 3 Faculty of Information Technology, Ho Chi Minh City University of Technology (HUTECH), Ho Chi Minh City, Vietnam [email protected] | |
utb.fulltext.dates | - | |
utb.fulltext.sponsorship | This work was supported by the Internal Grant Agency of Tomas Bata University under the Projects no. IGA/CebiaTech/2020/001. The work was further supported by resources of A.I.Lab at the Faculty of Applied Informatics, Tomas Bata University in Zlin (ailab. fai.utb.cz). | |
utb.scopus.affiliation | Faculty of Applied Informatics, Tomas Bata University in Zlín, Nám. T.G. Masaryka, Zlín, 5555, Czech Republic; School of Computer Science and Engineering, International University - VNU-HCM, Ho Chi Minh City, Viet Nam; Faculty of Information Technology, Ho Chi Minh City University of Technology (HUTECH), Ho Chi Minh City, Viet Nam | |
utb.fulltext.projects | IGA/CebiaTech/2020/001 | |
utb.fulltext.faculty | Faculty of Applied Informatics | |
utb.fulltext.faculty | Faculty of Applied Informatics | |
utb.fulltext.faculty | Faculty of Applied Informatics |