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Using Spectral Clustering for Finding Student's Patterns of Behavior in Social Networks

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F10%3A86077715" target="_blank" >RIV/61989100:27240/10:86077715 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Using Spectral Clustering for Finding Student's Patterns of Behavior in Social Networks

  • Original language description

    The high dimensionality of the data generated by social networks has been a big challenge for researchers. In order to solve the problems associated with this phenomenon, a number of methods and techniques were developed. Spectral clustering is a data mining method used in many applications; in this paper we used this method to find students? behavioral patterns performed in an elearning system. In addition, a software was introduced to allow the user (tutor or researcher) to define the data dimensionsand input values to obtain ppropriate graphs with behavioral pattens that meet his/her needs. Behavioral patterns were compared with students? study performance and evaluation with relation to their possible usage in collaborative learning.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2010

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    CEUR Workshop Proceedings. Volume 567

  • ISBN

    978-80-7378-116-3

  • ISSN

    1613-0073

  • e-ISSN

  • Number of pages

    13

  • Pages from-to

    118-130

  • Publisher name

    MATFYZPRESS

  • Place of publication

    Praha

  • Event location

    Stedronin-Plazy, Czech Republic

  • Event date

    Apr 21, 2010

  • Type of event by nationality

    CST - Celostátní akce

  • UT code for WoS article