<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1405-5546</journal-id>
<journal-title><![CDATA[Computación y Sistemas]]></journal-title>
<abbrev-journal-title><![CDATA[Comp. y Sist.]]></abbrev-journal-title>
<issn>1405-5546</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Investigación en Computación]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-55462019000401275</article-id>
<article-id pub-id-type="doi">10.13053/cys-23-4-2705</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Construction of Conditional Probability Tables of Bayesian Networks using Ontologies and Wikipedia]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ramírez Noriega]]></surname>
<given-names><![CDATA[Alan]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Juárez Ramírez]]></surname>
<given-names><![CDATA[Reyes]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Tapia]]></surname>
<given-names><![CDATA[Juan J.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Castillo]]></surname>
<given-names><![CDATA[Víctor H.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Jiménez]]></surname>
<given-names><![CDATA[Samantha]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Autónoma de Sinaloa Facultad de Ingeniería Mochis ]]></institution>
<addr-line><![CDATA[ Sinaloa]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad Autónoma de Baja California Facultad de Ciencias Químicas e Ingeniería ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Instituto Politécnico Nacional Centro de Investigación y Desarrollo de Tecnología Digital ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af4">
<institution><![CDATA[,Universidad de Colima Facultad de Ingeniería Mecánica y Electrónica ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2019</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2019</year>
</pub-date>
<volume>23</volume>
<numero>4</numero>
<fpage>1275</fpage>
<lpage>1289</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462019000401275&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462019000401275&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462019000401275&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract Building Bayesian Networks automatically serves to reduce time and effort by defining variables and the quantitative relation between variables. However, the quantitative part is the most complicated to solve because of it is statistical information. This research proposes a method to construct the quantitative part of a Bayesian Network based on text mining and ontologies for Intelligent Tutoring Systems. The network structure is built based on the variables and relations of an ontology. Conditional Probability Tables (CPT) are created from Wikipedia information. The constructed CPT reach a correlation of 0.895 against the experts' opinion. This correlation is good due to the subjectivity in the evaluations. We conclude that using the text mining in Wikipedia and ontologies, it is possible to construct CPT that adequately represents knowledge in an educative environment.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Bayesian network]]></kwd>
<kwd lng="en"><![CDATA[conditional probability table]]></kwd>
<kwd lng="en"><![CDATA[ontology]]></kwd>
<kwd lng="en"><![CDATA[text mining]]></kwd>
<kwd lng="en"><![CDATA[wikipedia]]></kwd>
<kwd lng="en"><![CDATA[intelligent tutoring system]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Andrea]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Franco]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Extending ontology queries with Bayesian network reasoning]]></article-title>
<source><![CDATA[International Conference on Intelligent Engineering Systems, INES 2009]]></source>
<year>2009</year>
<page-range>165-70</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>2</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Arola]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Wysocki]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Composing Media Composing Embodiment]]></source>
<year>2012</year>
<publisher-name><![CDATA[Utah State University Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B3">
<label>3</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ben Messaoud]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Leray]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Ben Amor]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Active learning of causal Bayesian networks using ontologies: A case study]]></article-title>
<source><![CDATA[The 2013 International Joint Conference on Neural Networks (IJCNN)]]></source>
<year>2013</year>
<page-range>1-8</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>4</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bhowmik]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Keyword extraction from abstracts and titles]]></article-title>
<source><![CDATA[Conference Proceedings - IEEE SOUTHEASTCON]]></source>
<year>2008</year>
<page-range>610-7</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>5</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bucci]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Sandrucci]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Vicario]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Ontologies and Bayesian networks in medical diagnosis]]></article-title>
<source><![CDATA[Proceedings of the Annual Hawaii International Conference on System Sciences]]></source>
<year>2011</year>
<page-range>1-8</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>6</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chang]]></surname>
<given-names><![CDATA[Y. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Hung]]></surname>
<given-names><![CDATA[W. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Juang]]></surname>
<given-names><![CDATA[T. Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Depression diagnosis based on ontologies and bayesian networks]]></article-title>
<source><![CDATA[Proceedings - 2013 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2013]]></source>
<year>2013</year>
<page-range>3452-7</page-range></nlm-citation>
</ref>
<ref id="B7">
<label>7</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chrysafiadi]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Virvou]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Student modeling approaches: A literature review for the last decade]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2013</year>
<volume>40</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>4715-29</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>8</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Danaparamita]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Gaol]]></surname>
<given-names><![CDATA[F. L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Comparing Student Model Accuracy with Bayesian Network and Fuzzy Logic in Predicting Student Knowledge Level]]></article-title>
<source><![CDATA[International Journal of Multimedia and Ubiquitous Engineering]]></source>
<year>2014</year>
<volume>9</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>109-20</page-range></nlm-citation>
</ref>
<ref id="B9">
<label>9</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Devitt]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Danev]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Matusikova]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Constructing Bayesian Networks Automatically using Ontologies]]></article-title>
<source><![CDATA[Applied Ontology]]></source>
<year>2006</year>
<volume>1</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B10">
<label>10</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dice]]></surname>
<given-names><![CDATA[L. R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Measures of the Amount of Ecologic Association Between Species]]></article-title>
<source><![CDATA[Ecology]]></source>
<year>1945</year>
<volume>26</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>297-302</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>11</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ding]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Peng]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A probabilistic extension to ontology language OWL]]></article-title>
<source><![CDATA[37th Annual Hawaii International Conference on System Sciences, 2004. Proceedings of the]]></source>
<year>2004</year>
<numero>C</numero>
<issue>C</issue>
<page-range>1-10</page-range></nlm-citation>
</ref>
<ref id="B12">
<label>12</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ding]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Peng]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Pan]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[BayesOWL: Uncertainty modeling in semantic web ontologies]]></article-title>
<source><![CDATA[Studies in Fuzziness and Soft Computing]]></source>
<year>2006</year>
<volume>204</volume>
<page-range>3-29</page-range></nlm-citation>
</ref>
<ref id="B13">
<label>13</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fenz]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An ontology-based approach for constructing Bayesian networks]]></article-title>
<source><![CDATA[Data &amp; Knowledge Engineering]]></source>
<year>2012</year>
<volume>73</volume>
<page-range>73-88</page-range></nlm-citation>
</ref>
<ref id="B14">
<label>14</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fenz]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Tjoa]]></surname>
<given-names><![CDATA[a. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Hudec]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Ontology-based generation of bayesian networks]]></article-title>
<source><![CDATA[Proceedings of the International Conference on Complex, Intelligent and Software Intensive Systems, CISIS2009]]></source>
<year>2009</year>
<numero>i</numero>
<issue>i</issue>
<page-range>712-7</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>15</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ferreira]]></surname>
<given-names><![CDATA[H. N. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Brant-ribeiro]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Ara]]></surname>
<given-names><![CDATA[R. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Dorc]]></surname>
<given-names><![CDATA[F. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Cattelan]]></surname>
<given-names><![CDATA[R. G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An Automatic and Dynamic Student Modeling Approach for Adaptive and Intelligent Educational Systems using Ontologies and Bayesian Networks]]></article-title>
<source><![CDATA[2016 IEEE 28th International Conference on Tools with Artificial Intelligence]]></source>
<year>2016</year>
</nlm-citation>
</ref>
<ref id="B16">
<label>16</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fox]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A stop list for general text]]></article-title>
<source><![CDATA[ACM SIGIR Forum]]></source>
<year>1989</year>
<volume>24</volume>
<numero>1-2</numero>
<issue>1-2</issue>
<page-range>19-21</page-range></nlm-citation>
</ref>
<ref id="B17">
<label>17</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gruber]]></surname>
<given-names><![CDATA[T. R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Toward principles for the design of ontologies used for knowledge sharing]]></article-title>
<source><![CDATA[International Journal of Human-Computer Studies]]></source>
<year>1995</year>
<volume>43</volume>
<numero>5-6</numero>
<issue>5-6</issue>
<page-range>907-28</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>18</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hadj Taieb]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Ben Aouicha]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ben Hamadou]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Computing semantic relatedness using Wikipedia features]]></article-title>
<source><![CDATA[Knowledge-Based Systems]]></source>
<year>2013</year>
<volume>50</volume>
<page-range>260-78</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>19</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Harispe]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Sánchez]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Ranwez]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Janaqi]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Montmain]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A framework for unifying ontology-based semantic similarity measures: A study in the biomedical domain]]></article-title>
<source><![CDATA[Journal of Biomedical Informatics]]></source>
<year>2014</year>
<volume>48</volume>
<page-range>38-53</page-range></nlm-citation>
</ref>
<ref id="B20">
<label>20</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hingu]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Shah]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Udmale]]></surname>
<given-names><![CDATA[S. S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Automatic text summarization of Wikipedia articles]]></article-title>
<source><![CDATA[Proceedings - International Conference on Communication, Information and Computing Technology, ICCICT2015]]></source>
<year>2015</year>
<page-range>15-8</page-range></nlm-citation>
</ref>
<ref id="B21">
<label>21</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hu]]></surname>
<given-names><![CDATA[X.-X.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Using Expert's Knowledge to Build Bayesian Networks]]></article-title>
<source><![CDATA[International Conference on Computational Intelligence and Security Workshops (CISW 2007)]]></source>
<year>2007</year>
<page-range>220-3</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>22</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jaccard]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The Distribution of the Flora in the Alpine Zone]]></article-title>
<source><![CDATA[New Phytologist]]></source>
<year>1912</year>
<volume>11</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>37-50</page-range></nlm-citation>
</ref>
<ref id="B23">
<label>23</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jindal]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Bawa]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Batra]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A review of ranking approaches for semantic search on Web]]></article-title>
<source><![CDATA[Information Processing and Management]]></source>
<year>2014</year>
<volume>50</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>416-25</page-range></nlm-citation>
</ref>
<ref id="B24">
<label>24</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Bandar]]></surname>
<given-names><![CDATA[Z. a.]]></given-names>
</name>
<name>
<surname><![CDATA[McLean]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An approach for measuring semantic similarity between words using multiple information sources]]></article-title>
<source><![CDATA[IEEE Transactions on Knowledge and Data Engineering]]></source>
<year>2003</year>
<volume>15</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>871-82</page-range></nlm-citation>
</ref>
<ref id="B25">
<label>25</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lima]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Stump]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[How to obtain knowledge evidences in a student model based on Bayesian Network]]></article-title>
<source><![CDATA[Information Systems and Technologies (CISTI), 2010 5th Iberian Conference on]]></source>
<year>2010</year>
<page-range>1-4</page-range></nlm-citation>
</ref>
<ref id="B26">
<label>26</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhou]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Lam]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Guan]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A New Hybrid Method for Learning Bayesian Networks: Separation and Reunion]]></article-title>
<source><![CDATA[Knowledge-Based Systems]]></source>
<year>2017</year>
<volume>121</volume>
<page-range>185-97</page-range></nlm-citation>
</ref>
<ref id="B27">
<label>27</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Millan]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Pérez-De-La-Cruz]]></surname>
<given-names><![CDATA[J. L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Bayesian diagnostic algorithm for student modeling and its evaluation]]></article-title>
<source><![CDATA[User Modeling and User-Adapted Interaction]]></source>
<year>2002</year>
<volume>12</volume>
<page-range>281-330</page-range></nlm-citation>
</ref>
<ref id="B28">
<label>28</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Milne]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Witten]]></surname>
<given-names><![CDATA[I. H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Learning to link with Wikipedia]]></article-title>
<source><![CDATA[Proceeding of the 17th ACM Conference on Information and Knowledge Management (CIKM '08)]]></source>
<year>2008</year>
<page-range>509-18</page-range></nlm-citation>
</ref>
<ref id="B29">
<label>29</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Neapolitan]]></surname>
<given-names><![CDATA[R. E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Probabilistic Reasoning in Expert Systems: Theory and Algorithms]]></source>
<year>1990</year>
<publisher-loc><![CDATA[New York, NY, USA ]]></publisher-loc>
<publisher-name><![CDATA[John Wiley &amp; Sons, Inc.]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B30">
<label>30</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pilato]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Augello]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Missikoff]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Taglino]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Integration of ontologies and Bayesian networks for maritime situation awareness]]></article-title>
<source><![CDATA[Proceedings - IEEE 6th International Conference on Semantic Computing, ICSC 2012]]></source>
<year>2012</year>
<page-range>170-7</page-range></nlm-citation>
</ref>
<ref id="B31">
<label>31</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Porter]]></surname>
<given-names><![CDATA[M. F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An algorithm for suffix stripping]]></article-title>
<source><![CDATA[Program]]></source>
<year>1980</year>
<volume>40</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>211-8</page-range></nlm-citation>
</ref>
<ref id="B32">
<label>32</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pshenichny]]></surname>
<given-names><![CDATA[C. a.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Knowledge engineering in volcanology: practical claims and general approach]]></article-title>
<source><![CDATA[Journal of Volcanology and Geothermal Research]]></source>
<year>2014</year>
<volume>286</volume>
<page-range>78-92</page-range></nlm-citation>
</ref>
<ref id="B33">
<label>33</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ramírez-Noriega]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Juárez-Ramírez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Huertas]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez-Ramírez]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Methodology for building Bayesian Networks for Knowledge Representation in Intelligent Tutoring Systems]]></article-title>
<source><![CDATA[Congreso Internacional de Investigación e Innovación en Ingeniería de Software 2015]]></source>
<year>2015</year>
<page-range>124-33</page-range><publisher-loc><![CDATA[San Luís Potosí ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B34">
<label>34</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ramírez-Noriega]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Juárez-Ramírez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Jiménez]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez-Ramírez]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Armenta]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Building a Bayesian Network for Object Oriented Programming with Experts' Knowledge]]></source>
<year>2017</year>
<page-range>267-76</page-range><publisher-loc><![CDATA[Cham ]]></publisher-loc>
<publisher-name><![CDATA[Springer International Publishing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B35">
<label>35</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ramírez-Noriega]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Juárez-Ramírez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez-Ramírez]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Evaluation module based on Bayesian networks to Intelligent Tutoring Systems]]></article-title>
<source><![CDATA[International Journal of Information Management]]></source>
<year>2016</year>
</nlm-citation>
</ref>
<ref id="B36">
<label>36</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rodrigues]]></surname>
<given-names><![CDATA[F. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Bez]]></surname>
<given-names><![CDATA[M. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Flores]]></surname>
<given-names><![CDATA[C. D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Generating Bayesian networks from medical ontologies]]></article-title>
<source><![CDATA[2013 8th Computing Colombian Conference, 8CCC 2013]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B37">
<label>37</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Santhi]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Priya]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Nandhini]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Review of intelligent tutoring systems using bayesian approach]]></article-title>
<source><![CDATA[CoRR]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B38">
<label>38</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Satar]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Using of Intelligence Tutoring Systems For Knowledge Representation in Learning &amp; Teaching Process]]></article-title>
<source><![CDATA[Kufa for Mathematics and Computer]]></source>
<year>2012</year>
<volume>1</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>1-13</page-range></nlm-citation>
</ref>
<ref id="B39">
<label>39</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Thirumuruganathan]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Huber]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Building Bayesian Network based expert systems from rules]]></article-title>
<source><![CDATA[2011 IEEE International Conference on Systems, Man, and Cybernetics]]></source>
<year>2011</year>
<page-range>3002-8</page-range></nlm-citation>
</ref>
<ref id="B40">
<label>40</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ting]]></surname>
<given-names><![CDATA[C.-Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Cheah]]></surname>
<given-names><![CDATA[W.-N.]]></given-names>
</name>
<name>
<surname><![CDATA[Ho]]></surname>
<given-names><![CDATA[C. C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Student Engagement Modeling Using Bayesian Networks]]></article-title>
<source><![CDATA[2013 IEEE International Conference on Systems, Man, and Cybernetics]]></source>
<year>2013</year>
<page-range>2939-44</page-range></nlm-citation>
</ref>
<ref id="B41">
<label>41</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Victorio-Meza]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Mejia-Lavalle]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ortiz]]></surname>
<given-names><![CDATA[G. R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Advances on Knowledge Representation of Intelligent Tutoring Systems]]></article-title>
<source><![CDATA[2014 International Conference on Mechatronics, Electronics and Automotive Engineering]]></source>
<year>2014</year>
<page-range>212-6</page-range></nlm-citation>
</ref>
<ref id="B42">
<label>42</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yan]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Wei]]></surname>
<given-names><![CDATA[C. H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Development of a novel asset management system for power transformers based on Ontology]]></article-title>
<source><![CDATA[2013 IEEE PES Asia-Pacific Power and Energy Engineering Conference (APPEEC)]]></source>
<year>2013</year>
<page-range>1-6</page-range></nlm-citation>
</ref>
<ref id="B43">
<label>43</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[K.-a.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[H.-j.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[J.-d.]]></given-names>
</name>
<name>
<surname><![CDATA[Kim]]></surname>
<given-names><![CDATA[K.-h.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bio-ontology Construction Using Object-oriented Paradigm 1]]></article-title>
<source><![CDATA[Proceedings of the 12th Asia-Pacific Software Engineering Conference (APSEC 05)]]></source>
<year>2005</year>
</nlm-citation>
</ref>
<ref id="B44">
<label>44</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[Y. Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Calmet]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[OntoBayes: An Ontology-Driven Uncertainty Model]]></article-title>
<source><![CDATA[International Conference on Computational Intelligence for Modelling, Control and Automation and International Conference on Intelligent Agents, Web Technologies and Internet Commerce (CIMCA-IAWTIC'06)]]></source>
<year>2005</year>
</nlm-citation>
</ref>
<ref id="B45">
<label>45</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zesch]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Müller]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Gurevych]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Extracting Lexical Semantic Knowledge from Wikipedia and Wiktionary]]></article-title>
<source><![CDATA[Proceedings of the Sixth International Conference on Language Resources and Evaluation (LREC'08)]]></source>
<year>2008</year>
<page-range>1646-52</page-range><publisher-loc><![CDATA[Marrakech, Morocco ]]></publisher-loc>
<publisher-name><![CDATA[European Language Resources Association (ELRA)]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B46">
<label>46</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Asano]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Yoshikawa]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mining and explaining relationships in Wikipedia]]></article-title>
<source><![CDATA[IEICE Transactions on Information and Systems]]></source>
<year>2012</year>
<volume>E95-D</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>1918-31</page-range></nlm-citation>
</ref>
<ref id="B47">
<label>47</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhiqiang]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Werimin]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhenhua]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Measuring Semantic Similarity between Words Using Wikipedia]]></article-title>
<source><![CDATA[2009 International Conference on Web Information Systems and Mining]]></source>
<year>2009</year>
<page-range>251-5</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
