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Analysis of a simple model of problem solving times

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216224%3A14330%2F12%3A00057644" target="_blank" >RIV/00216224:14330/12:00057644 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.1007/978-3-642-30950-2_49" target="_blank" >http://dx.doi.org/10.1007/978-3-642-30950-2_49</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-642-30950-2_49" target="_blank" >10.1007/978-3-642-30950-2_49</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Analysis of a simple model of problem solving times

  • Original language description

    Our aim is to improve problem selection and recommendation in intelligent tutoring systems by modeling students problem solving times. We describe a simple model which assumes a linear relationship between latent problem solving ability and a logarithm of time to solve a problem. We show that this model is related to models from two different areas: the item response theory and collaborative filtering. Each of these areas provides inspiration for parameter estimation procedure and for possible extensions. The model is already applied in a widely used "Problem solving tutor"; using the data collected by this system we evaluate the model and analyse its parameter values.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GAP202%2F10%2F0334" target="_blank" >GAP202/10/0334: Solving Difficult Well-Structured Problems: Human-Computer Collaboration</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

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

    Proceeding ITS'12 Proceedings of the 11th international conference on Intelligent Tutoring Systems

  • ISBN

    9783642309496

  • ISSN

    0302-9743

  • e-ISSN

  • Number of pages

    10

  • Pages from-to

    379-388

  • Publisher name

    Springer Berlin / Heidelberg

  • Place of publication

    Heidelberg

  • Event location

    Řecko

  • Event date

    Jan 1, 2012

  • Type of event by nationality

    CST - Celostátní akce

  • UT code for WoS article