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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

  • DOI - Digital Object Identifier

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

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

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

  • e-ISSN

  • 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