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Mining clickstream patterns using idlists

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dc.title Mining clickstream patterns using idlists en
dc.contributor.author Huynh, Minh Huy
dc.contributor.author Nguyen, Loan T.T.
dc.contributor.author Vo, Bay
dc.contributor.author Komínková Oplatková, Zuzana
dc.contributor.author Hong, Tzung-Pei
dc.relation.ispartof Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics
dc.identifier.issn 1062-922X Scopus Sources, Sherpa/RoMEO, JCR
dc.identifier.isbn 9781728145693
dc.date.issued 2019
utb.relation.volume 2019-October
dc.citation.spage 2007
dc.citation.epage 2012
dc.event.title 2019 IEEE International Conference on Systems, Man and Cybernetics, SMC 2019
dc.event.location Bari
utb.event.state-en Italy
utb.event.state-cs Itálie
dc.event.sdate 2019-10-06
dc.event.edate 2019-10-09
dc.type conferenceObject
dc.language.iso en
dc.publisher Institute of Electrical and Electronics Engineers Inc.
dc.identifier.doi 10.1109/SMC.2019.8914086
dc.relation.uri https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8914086
dc.subject clickstream pattern en
dc.subject clickstream database en
dc.subject IDList en
dc.subject sequential pattern mining en
dc.description.abstract To date, there remains a lack of works that focus on the problem of mining clickstream patterns. Although it is an alternative to use the general algorithms for sequential pattern mining to mine clickstreams, their performance may suffer and the resources needed are more than necessary. In this paper, we present a novel data structure, called index-IDList, that is suitable for clickstream pattern mining. Based on this data structure, we present a vertical format algorithm named CUI (Clickstream pattern mining Using Index-IDList). The experiments are carried out on four real-life clickstream databases and the results show that our proposed method is effective and efficient in terms of runtimes and memory consumption. © 2019 IEEE. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1009503
utb.identifier.obdid 43881214
utb.identifier.scopus 2-s2.0-85076771525
utb.identifier.wok 000521353902005
utb.identifier.coden PICYE
utb.source d-scopus
dc.date.accessioned 2020-01-07T08:12:38Z
dc.date.available 2020-01-07T08:12:38Z
dc.description.sponsorship Vietnam National Foundation for Science and Technology Development (NAFOSTED)National Foundation for Science & Technology Development (NAFOSTED); Ministry of Education, Youth and Sports of the Czech Republic within the National Sustainability Programme [LO1303 (MSMT-7778/2014)]; European Regional Development Fund under the Project CEBIA-Tech [CZ.1.05/2.1.00/03.0089]; COST (European Cooperation in Science Technology) [IC1406]; Faculty of Applied Informatics, Tomas Bata University in Zlin (ailab.fai.utb.cz)
utb.ou CEBIA-Tech
utb.contributor.internalauthor Huynh, Minh Huy
utb.contributor.internalauthor Komínková Oplatková, Zuzana
utb.fulltext.sponsorship This work is funded by Vietnam National Foundation for Science and Technology Development (NAFOSTED). Thiswork was also supported by the Ministry of Education, Youth and Sports of the Czech Republic within the National Sustainability Programme Project no. LO1303 (MSMT-7778/2014) and by the European Regional Development Fund under the Project CEBIA-Tech no. CZ.1.05/2.1.00/03.0089. This work is also based upon support by COST (European Cooperation in Science & Technology) under Action IC1406, High-Performance Modelling and Simulation for Big Data Applications (cHiPSet). Last but not least, the work was supported by resources of A.I.Lab at the Faculty of Applied Informatics, Tomas Bata University in Zlin (ailab.fai.utb.cz).
utb.wos.affiliation [Huynh, Huy M.; Oplatkova, Zuzana Kominkova] Tomas Bata Univ Zlin, Fac Appl Informat, Nam Tg Masaryka 5555, Zlin, Czech Republic; [Nguyen, Loan T. T.] Int Univ, VNU HCM, Sch Comp Sci & Engn, Ho Chi Minh City, Vietnam; [Vo, Bay] Ho Chi Minh City Univ Technol HUTECH, Fac Informat Technol, Ho Chi Minh City, Vietnam; [Hong, Tzung-Pei] Natl Univ Kaohsiung, Dept Comp Sci & Informat Engn, Kaohsiung, Taiwan
utb.scopus.affiliation Tomas Bata University in Zlín, Faculty of Applied Informatics, Nám. T.G. Masaryka, Zlín, 5555, Czech Republic; International University, VNU-HCM, School of Computer Science and Engineering, Ho Chi Minh City, Viet Nam; Ho Chi Minh City University of Technology (HUTECH), Faculty of Information Technology, Ho Chi Minh City, Viet Nam; National University of Kaohsiung, Department of Computer Science and Information Engineering, Kaohsiung, Taiwan
utb.fulltext.projects NAFOSTED
utb.fulltext.projects LO1303
utb.fulltext.projects MSMT-7778/2014
utb.fulltext.projects CZ.1.05/2.1.00/03.0089
utb.fulltext.projects IC1406
utb.fulltext.projects cHiPSet
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