Dynamic time warping in analysis of student behavioral patterns
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F12%3A86084590" target="_blank" >RIV/61989100:27240/12:86084590 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27740/12:86084590
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Dynamic time warping in analysis of student behavioral patterns
Original language description
E-learning systems store large amount of data based on the history of users' interactions with the system. These pieces of information are usually used for further course optimization, finding e-tutors in collaboration learning, analysis of students' behavior, or for other purposes. The paper deals with an analysis of students' behavior in learning management system. The main goal of the paper is to find, how selected methods can influence finding of behavioral patterns in learning management system and how we can reduce the amount of extracted sequences. The methods of process mining and sequential pattern mining were used for extraction of behavioral patterns. The authors present the comparison of selected methods for the definition of students' behavior with the focus to influence of dynamic time warping. Obtained patterns and relations between them are presented using complex networks; the visualization and pattern clusters extraction is optimized by spectral graph partitioning.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
<a href="/en/project/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: IT4Innovations Centre of Excellence</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2012
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
DATESO 2012 : databases, texts, specifications, and objects : proceedings of the Dateso 2012 Workshop : April 18-20, 2012, Zernov, Rovensko pod Troskami
ISBN
978-80-7378-171-2
ISSN
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e-ISSN
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Number of pages
11
Pages from-to
49-59
Publisher name
MATFYZPRESS
Place of publication
Praha
Event location
Žernov, Semily
Event date
Apr 18, 2012
Type of event by nationality
EUR - Evropská akce
UT code for WoS article
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