<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Ontologies and Context for Educational Process Modeling in IMS Learning Design</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Colin Knight</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Dragan Gašević</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Griff Richards</string-name>
          <email>griff@sfu.ca</email>
        </contrib>
      </contrib-group>
      <abstract>
        <p>This paper discusses the role of context and ontologies in educational process modeling. Educational process modeling seeks to represent the complex interactions that take place in multi-actor learning environments, with the view that the sequence and types of interactions can be equally as important as the sequence and types of content. The IMS Learning Design specification provides the semantics to represent multi-actor interactions within an educational process, and the IDLD project has resulted in a substantial catalogue of Learning Design models from a variety of contexts. To facilitate reuse of these models in different contexts, ontologies have been developed based on the IMS Learning Design specification and we propose to use context to determine the relevance of Learning Design models when used in new situations to guide the learning process.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1 INTRODUCTION</title>
      <p>
        Learning design has emerged at the forefront of
research into the modeling of dynamic,
learnercentered eLearning experiences. The IMS Learning
Design (LD) Specification [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] provides a way to
represent complex multi-actor interactions in an
educational environment. This specification has been
widely integrated into a number of learning
management systems and authoring tools, and several
ontologies have been developed around the
specification [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ],[
        <xref ref-type="bibr" rid="ref3">3</xref>
        ],[
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. The recently-completed IDLD [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]
project effort involved modeling the educational
processes of dozens of actual on-line and
face-toface courses being delivered at universities across
Canada according to the IMS LD specification.
Effective reuse of Learning Design models remains a
challenge because each model is gathered from a
diverse learning situation, meaning that some of
elements of the model become irrelevant when
applied to new situations. Since it is a time-consuming
task to model the educational process in a learning
The IMS-LD Information Model and XML binding
is the specification for Learning Design [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. The
LOCO ontology [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] is a light-weight ontology in the
OWL language, based on the IMS-LD Information
Model. The ontology is able to represent complex
series and parallel interactions of actors. Each actor
is assigned one or many Roles, which are associated
with Activities according to the Role-part that each
actor engages in and in Environment (resources,
services) in which the activities take place.
To create the LOCO, some changes were made to
the Information Model [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] in order to conform to
established best-practice recommendations for
ontology design [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ], and to resolve some ambiguities
and inconsistencies in the information model. These
changes are described in detail in [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. To date the
LOCO only addresses IMS-LD Level A.
Treatment of context information stands as a barrier
to the reusability of Learning Design. Existing
solutions for the use of context and ontologies in
learning applications could be enhanced by incorporating
educational process modeling into the semantic
representation of the learning space. A method of using
context to effectively transfer these processes to new
settings would greatly benefit learners by enabling
pedagogical methods such as collaborative learning
to become more of reality in eLearninig. Also,
reusability would enhance the cost-effectiveness of
modeling learning designs. Future research will
involve determining suitable methods for using
context effectively to transfer learning designs to new
learning situations with minimal redesign effort.
      </p>
    </sec>
    <sec id="sec-2">
      <title>REFERENCES</title>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>IMS</given-names>
            <surname>Global Learning Consortium</surname>
          </string-name>
          (
          <year>2003</year>
          ).
          <source>IMS Learning Design Information Model. Version 1.0 Final Specification, revision 20. Retrieved March</source>
          <volume>25</volume>
          ,
          <year>2005</year>
          , from http://www.imsglobal.org/learningdesign/ldv1p0/imsld_infov1p0.h tml.
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <surname>Knight</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          <string-name>
            <surname>Gasevic</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          &amp;
          <string-name>
            <surname>Richards</surname>
            ,
            <given-names>G.</given-names>
          </string-name>
          (
          <year>2005</year>
          ).
          <article-title>Ontologies to integrate learning design and learning content</article-title>
          .
          <source>Journal of Interactive Media in Education. Special Issue on Advances in Learning Design</source>
          ,
          <year>2005</year>
          (
          <volume>7</volume>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <surname>Psyche</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bourdeau</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Nkambou</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Mizoguchi</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          (
          <year>2005</year>
          ).
          <article-title>Making Learning Design Standards Work with an Ontology of Educational Theories</article-title>
          .
          <source>In proceedings of the 12th Annual Conference on Artificial Intelligence in Education</source>
          , Amsterdam, NL.
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <surname>Amorim</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lama</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sanchez</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Riera</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Vila</surname>
            ,
            <given-names>X.</given-names>
          </string-name>
          (
          <year>2006</year>
          ).
          <article-title>A Learning Design Ontology Based on IMS-LD. Jounal of Education, Technology, and</article-title>
          <string-name>
            <surname>Society</surname>
          </string-name>
          ,
          <volume>9</volume>
          (
          <issue>1</issue>
          ),
          <fpage>38</fpage>
          -
          <lpage>57</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <surname>Paquette</surname>
            ,
            <given-names>G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Marino</surname>
            ,
            <given-names>O.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lundgren-Cayrol</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Léonard</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>I de la Teja</surname>
            ,
            <given-names>I.</given-names>
          </string-name>
          (
          <year>2006</year>
          )
          <article-title>The IDLD Repository - Classification and Repurposing of Learning Designs.</article-title>
          .
          <source>TENCompetence Workshop</source>
          , Sofia, Bulgaria, March
          <volume>20</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <surname>Mizoguchi</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Bourdeau</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          (
          <year>2000</year>
          ).
          <article-title>Using Ontological Engineering to Overcome Common AI-ED Problems</article-title>
          .
          <source>International Journal of Artificial Intelligence in Education</source>
          ,
          <volume>11</volume>
          ,
          <fpage>107</fpage>
          -
          <lpage>121</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <surname>Inaba</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Mizoguchi</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          (
          <year>2004</year>
          ).
          <article-title>Learning design palette: An ontology-aware authoring system for learning design</article-title>
          .
          <source>In proceedings of the International conference on computers in education, Melbourne</source>
          , Australia.
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <surname>Jovanović</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Gašević</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Verbert</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Duval</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          (
          <year>2005</year>
          ).
          <article-title>Ontology of learning object content structure</article-title>
          .
          <source>In Proceedings of the 12th International Conference on Artificial Intelligence in Education</source>
          , Amsterdam, The Netherlands,
          <fpage>322</fpage>
          -
          <lpage>329</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <surname>Dichev</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Dicheva</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          (
          <year>2005</year>
          ).
          <article-title>Contexts as Abstractions of Grouping</article-title>
          .
          <source>In proceedings of the Context &amp; Ontologies Workshop</source>
          <year>2005</year>
          , Pittsburg, Pennsylvania, USA.
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <surname>Mizoguchi</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Vanwelkenhuysen</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Ikeda</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          (
          <year>1995</year>
          ).
          <article-title>Task Ontology for Reuse of Problem Solving Knowledge. Towards Very Large Knowledge Bases</article-title>
          . Mars,
          <string-name>
            <surname>N.J.</surname>
          </string-name>
          <article-title>I (eds</article-title>
          ), IOS Press.
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <surname>Noy</surname>
            ,
            <given-names>F. N.</given-names>
          </string-name>
          &amp;
          <string-name>
            <surname>McGuinness</surname>
            ,
            <given-names>D.L.</given-names>
          </string-name>
          (
          <year>2001</year>
          ).
          <article-title>Ontology Development 101: A Guide to Creating Your First Ontology</article-title>
          ,
          <source>Technical Report SMI-2001-0880</source>
          , Stanford Medical Informatics,Stanford University, Stanford, CA, USA.
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>