<?xml version="1.0" encoding="UTF-8"?>
<itemContainer xmlns="http://omeka.org/schemas/omeka-xml/v5" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://omeka.org/schemas/omeka-xml/v5 http://omeka.org/schemas/omeka-xml/v5/omeka-xml-5-0.xsd" uri="https://repository.horizon.ac.id/items/browse?collection=759&amp;output=omeka-xml&amp;sort_field=Dublin+Core%2CTitle" accessDate="2026-04-25T09:11:13+00:00">
  <miscellaneousContainer>
    <pagination>
      <pageNumber>1</pageNumber>
      <perPage>10</perPage>
      <totalResults>26</totalResults>
    </pagination>
  </miscellaneousContainer>
  <item itemId="9972" public="1" featured="1">
    <fileContainer>
      <file fileId="9985">
        <src>https://repository.horizon.ac.id/files/original/014a799a59432df276090a5a863ead3a.pdf</src>
        <authentication>f85753044f8e56822e5ac8b49c014a78</authentication>
      </file>
    </fileContainer>
    <collection collectionId="759">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106268">
                  <text>VOL 7 NO 3 (2023)</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="37">
              <name>Contributor</name>
              <description>An entity responsible for making contributions to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106269">
                  <text>Sri Wahyuni</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106548">
                <text>Analysis of Supermarket Product Purchase Transactions With the Association Data Mining Method</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106549">
                <text>transaction data’ association rules; data mining; supermarket management; decisions</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106550">
                <text>The development of business world is entering the era of big data. In meeting supermarkets' sales and purchase targets, the &#13;
management needs to improve themselves in managing the goods available in the store. The research aims to determine the &#13;
pattern of purchases that occur in a transaction, find out related and related products in supermarkets, and improve &#13;
supermarket services to customers. The method applied uses the association rules approach to data mining. Several purchasing &#13;
data from customers have been able to be analyzed by displaying a diagram as a visualization of the number of specified &#13;
association rules. The processing results show a relationship above 90%: sugar and coffee with a confidence of 94.4%, shirts &#13;
and trousers with a confidence of 93.4%, and sugar, milk, and coffee with a confidence of 92.0%. Decisions that can be taken &#13;
by supermarket management in providing places and goods need to consider and follow product relationships and proximity &#13;
based on the highest confidence value to provide services to customers effectively and efficiently</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106551">
                <text>Norbertus Tri Suswanto Saptadi, Phie Chyan, Jeremias Mathias Leda</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="106552">
                <text>http://jurnal.iaii.or.id</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="106553">
                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106554">
                <text>June 2026</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106555">
                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106556">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106557">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106558">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106559">
                <text>Text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="5507">
        <name>data mining</name>
      </tag>
      <tag tagId="12712">
        <name>decisions</name>
      </tag>
      <tag tagId="12711">
        <name>supermarket management</name>
      </tag>
      <tag tagId="12710">
        <name>transaction data’ association rules</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="9976" public="1" featured="1">
    <fileContainer>
      <file fileId="9989">
        <src>https://repository.horizon.ac.id/files/original/16e740e2201cb5951c193ecaccc0e543.pdf</src>
        <authentication>54a0f27e58b2539675dae5d557fab948</authentication>
      </file>
    </fileContainer>
    <collection collectionId="759">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106268">
                  <text>VOL 7 NO 3 (2023)</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="37">
              <name>Contributor</name>
              <description>An entity responsible for making contributions to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106269">
                  <text>Sri Wahyuni</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106592">
                <text>Analysis of User Readiness Using the TRI Model for Smart School Implementation in the City of Pekanbaru</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106593">
                <text>smart schools; junior high school 17 pekanbaru; technology readiness index</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106594">
                <text>Currently, Smart Schools have been widely applied in several schools, within the scope of education and services as they are &#13;
being encouraged to support Smart City. Smart Schools is a school concept utilizing information technology used in the &#13;
teaching and learning process in the class and school administration. One of the schools in Pekanbaru City that will&#13;
implement smart schools is Junior High School 17 Pekanbaru. The aspect of building smart schools themselves is not only &#13;
adequate infrastructure such as servers, labor, and integrated systems but also the readiness on the part of schools and &#13;
students in implementing Smart Schools in the future. Therefore, to find out the level of readiness of prospective users of the &#13;
Smart Schools concept, the technology readiness index (TRI) method with four personality variables; optimism, &#13;
innovativeness, discomfort, and insecurity was used. The purpose of this research was to find out the readiness index of &#13;
prospective users in the implementation of Smart Schools and see what factors need to be improved from the readiness of &#13;
prospective users. The results show that teachers and students are ready to apply new technologies in an effort to implement &#13;
smart schools at Junior High School 17 Pekanbaru. This can be seen from the results obtained, namely the optimism and &#13;
innovation variables received medium to high ratings. for the discomfort and insecurity to be completely low. However, the &#13;
student guardians are still unsure because all variables get medium scores. From these results it was stated that Junior High &#13;
School 17 Pekanbaru was ready to apply new technology for implementing smart schools. In addition, this research can also &#13;
serve as a guideline for other junior high schools in analyzing new technology users, so that the applied technology can run &#13;
well</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106595">
                <text>M. Khairul Anam, Indra Prayogo, Susandri, Yoyon Efendi, Nurjayadi</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="106596">
                <text> http://jurnal.iaii.or.id</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="106597">
                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106598">
                <text>June 2023</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106599">
                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106600">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106601">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106602">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106603">
                <text>Text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="12718">
        <name>junior high school 17 pekanbaru</name>
      </tag>
      <tag tagId="12717">
        <name>smart schools</name>
      </tag>
      <tag tagId="12719">
        <name>ttechnology readiness index</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="9978" public="1" featured="1">
    <fileContainer>
      <file fileId="9991">
        <src>https://repository.horizon.ac.id/files/original/1d4d91eae146b0f0cef04381fa6fbec7.pdf</src>
        <authentication>d177e87cda2bd76803e1724340458e71</authentication>
      </file>
    </fileContainer>
    <collection collectionId="759">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106268">
                  <text>VOL 7 NO 3 (2023)</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="37">
              <name>Contributor</name>
              <description>An entity responsible for making contributions to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106269">
                  <text>Sri Wahyuni</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106615">
                <text>Aspect Based Sentiment Analysis Marketplace Product Reviews Using BERT, LSTM, and CNN</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106616">
                <text>aspect-based sentiment analysis; BERT; LSTM; CNN</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106617">
                <text>Bukalapak is one of the largest marketplaces in Indonesia. Reviews on Bukalapak are only in the form of text, images, videos,&#13;
and stars without any special filters. Reading and analyzing manually makes it difficult for potential buyers. To help with this, &#13;
we can extract this review by using aspect-based sentiment analysis because an entity cannot be represented by just one &#13;
sentiment. Several previous research stated that using LSTM-CNN got better results than using LSTM or CNN. In addition, &#13;
using BERT as word embedding gets better results than using word2vec or glove. For this reason, this study aims to classify &#13;
aspect-based sentiment analysis from the Bukalapak marketplace with BERT as word embedding and using the LSTM-CNN &#13;
method, where LSTM is for aspect extraction and CNN for sentiment extraction. Based on testing the LSTM-CNN method, it &#13;
gets better results than LSTM or CNN. The LSTM-CNN model gets an accuracy of 93.91%. Unbalanced dataset distribution &#13;
can affect model performance. With the increasing number of datasets used, the accuracy of a model will increase. &#13;
Classification without using stemming on datasets can increase accuracy by 2.04%.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106618">
                <text>Syaiful Imron, Esther Irawati Setiawan, Joan Santoso, Mauridhi Hery Purnomo</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="106619">
                <text>http://jurnal.iaii.or.id</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="106620">
                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106621">
                <text>June 2023</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106622">
                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106623">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106624">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106625">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106626">
                <text>Text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="5418">
        <name>aspect-based sentiment analysis</name>
      </tag>
      <tag tagId="12421">
        <name>BERT</name>
      </tag>
      <tag tagId="7021">
        <name>CNN</name>
      </tag>
      <tag tagId="7182">
        <name>LSTM</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="9983" public="1" featured="1">
    <fileContainer>
      <file fileId="9996">
        <src>https://repository.horizon.ac.id/files/original/5d1fdfd170fbb6b491fc6ac87a08f8c4.pdf</src>
        <authentication>0082907c9d05bb9822430595e93cc0ed</authentication>
      </file>
    </fileContainer>
    <collection collectionId="759">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106268">
                  <text>VOL 7 NO 3 (2023)</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="37">
              <name>Contributor</name>
              <description>An entity responsible for making contributions to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106269">
                  <text>Sri Wahyuni</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106669">
                <text>Automatic Requirements Engineering: Activities, Methods, Tools, and Domains – A Systematic Literature Review</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106670">
                <text>requirement engineering; automatic; systematic literature review; software engineering</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106671">
                <text>Requirements engineering (RE) is an initial activity in the software engineering process that involves many users. The &#13;
involvement of various users in the RE process raises ambiguity and vagueness in requirements modeling. In addition, &#13;
traditional RE is a time-consuming activity. Therefore various studies have been conducted to support process automation on &#13;
RE. This paper conducts a systematic literature review (SLR) to obtain information about RE automation related to RE &#13;
activities, methods/models, tools, and domains. SLR is done through 5 main stages: definition of research questions, conducting &#13;
the search, screening for relevant papers, data extraction, mapping, and analysis. The data extraction and mapping are carried &#13;
out on 155 relevant publications from 2016 to 2022. Based on the results from SLR, around 53% of the research focuses on &#13;
RE automation in analysis and specifications, 40% focuses on elicitation, validation, and requirements management, and 7% &#13;
focuses on requirements quality. NLP is the most used method in elicitation and specification, while for analysis, machine &#13;
learning, NLP, and goal-oriented models are mostly used in automatic RE. Furthermore, many papers use specific models and &#13;
methods for validation and requirements management. From the domain analysis results, it is obtained that more than half of &#13;
the papers contribute directly to the RE domain, and some contribute to the development of RE automation in the software &#13;
application domain</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106672">
                <text>Rosa Delima, Khabib Mustofa, Anny Kartika Sari</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="106673">
                <text>http://jurnal.iaii.or.id</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="106674">
                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106675">
                <text>June 2023</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106676">
                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106677">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106678">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106679">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106680">
                <text>Text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="12727">
        <name>automatic</name>
      </tag>
      <tag tagId="12726">
        <name>requirement engineering</name>
      </tag>
      <tag tagId="7627">
        <name>Software engineering</name>
      </tag>
      <tag tagId="11611">
        <name>Systematic literature review</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="9957" public="1" featured="1">
    <fileContainer>
      <file fileId="9970">
        <src>https://repository.horizon.ac.id/files/original/466255c46affe702504bd6e508bbdf5b.pdf</src>
        <authentication>5a6dfd6351646c7c7ac2e538bebba9bc</authentication>
      </file>
    </fileContainer>
    <collection collectionId="759">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106268">
                  <text>VOL 7 NO 3 (2023)</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="37">
              <name>Contributor</name>
              <description>An entity responsible for making contributions to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106269">
                  <text>Sri Wahyuni</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106411">
                <text>Clustering Analysis and Mapping of ISPA Disease Spread Patterns in  Bireuen District</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106412">
                <text>clustering; DBCAN; distribution pattern detection; ISPA; mapping</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106413">
                <text>ISPA disease can be detected by analyzing the regional distribution map of the disease. Early detection of ARI is very important &#13;
for effective prevention. The study conducted in Bireuen Regency used data from 2019 to 2021, sourced from dr. Fauziah &#13;
Bireuen Hospital, revealed that there was an increase in ARI cases from an average of 13.18 to 59.24 per year. The aims of &#13;
the study were to identify ARI clusters, analyze disease patterns using Spatial Pattern Analysis and Flexible Shaped Spatial &#13;
Scanning Statistics. The methodology involves collecting patient data for each ARI case and processing it using DBSCAN to &#13;
obtain cluster points on the map. Spatial Pattern Analysis is used to analyze these clusters and identify hotspot points on the &#13;
map. The analysis resulted in four clusters: Cluster 1 (6 subdistrict), Cluster 2 (4 subdistrict), Cluster 3 (1 subdistrict), and &#13;
Cluster 4 (6 subdistrict). The study identified 6 hotspots in 2019, 5 hotspots in 2020, and 6 hotspots in 2021. Each ARI disease &#13;
clustering map shows the distribution of ARI cases and identifies areas prone to the disease. These findings provide valuable &#13;
insights for targeted interventions and preventive actions in identified high-risk areas of ISPA.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106414">
                <text>Mutammimul Ula, Tsania Asha Fadilah Daulay, Richki Hardi, Sujacka Retno, Angga Pratama, Ilham &#13;
Sahputra</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="106415">
                <text>http://jurnal.iaii.or.id</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="106416">
                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106417">
                <text>June 2023</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106418">
                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106419">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106420">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106421">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106422">
                <text>Text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="5799">
        <name>Clustering</name>
      </tag>
      <tag tagId="12694">
        <name>DBCAN</name>
      </tag>
      <tag tagId="12695">
        <name>distribution pattern detection</name>
      </tag>
      <tag tagId="1668">
        <name>ISPA</name>
      </tag>
      <tag tagId="897">
        <name>Mapping</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="10004" public="1" featured="1">
    <fileContainer>
      <file fileId="10017">
        <src>https://repository.horizon.ac.id/files/original/e9365d1352310d0ef275c48ac57e4ec8.pdf</src>
        <authentication>6ed105ff5221e3a1866ef5ed968a81bf</authentication>
      </file>
    </fileContainer>
    <collection collectionId="759">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106268">
                  <text>VOL 7 NO 3 (2023)</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="37">
              <name>Contributor</name>
              <description>An entity responsible for making contributions to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106269">
                  <text>Sri Wahyuni</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106901">
                <text>Comparative Analysis of Support Vector Machine and Perceptron In The Classification of Subsidized Fuel Receipts</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106902">
                <text>data mining; SVM; perceptron; classification; fuel</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106903">
                <text>Currently, fuel oil is one of the important factors for the community and even a country on this earth to utilize this natural gas &#13;
fuel for daily use as the main use and also by increasing the community's need for fuel oil, starting from the type of pertalite, &#13;
Pertamax, to diesel for various types of private vehicles to tourists who use it for vehicles and even daily staples used. But there &#13;
are several factors that cause this fuel problem, there is a factor of time and usage time, which is certain that one day it will &#13;
expire and its capacity in a country, even if the country runs out of fuel, will make requests to other countries and also obstacles &#13;
to supplying this fuel oil to the public. which is the main fuel from the Pertamina government agency which has begun to limit &#13;
purchases for this fuel oil to certain circles by marking the types of subsidies or not subsidies that must be controlled by the &#13;
government in limiting purchases for the public. In dealing with solving problems from the perspective of ownership or even &#13;
utilization, there are limits to owning fuel, and not everyone has to have a lot or even too much. That way, to get everyone in &#13;
the community who deserves to receive this fuel limit to the maximum by designing subsidized fuel oil revenues. In solving the &#13;
problem of dividing fuel revenue, which is good for filling revenue, it can be solved by using machine learning, namely data &#13;
mining itself can help in completing subsidized fuel receipts without being excessive for the community so that they can be &#13;
controlled and managed for their purchases. In building a fuel oil reception design, it can be grouped into a classification &#13;
model that uses SVM and perceptron which uses the activation function of the sigmoid to get the final result of accuracy where &#13;
getting the average value of 5-fold, 10-fold, 20-fold is accuracy. is 90.0%, the F1 value is 85.6%, the precision value is 87.6%, &#13;
and the recall value is 90.0%.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106904">
                <text>Jaka Tirta Samudra, Rika Rosnelly, Zakarias Situmorang</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="106905">
                <text>http://jurnal.iaii.or.id</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="106906">
                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106907">
                <text>June 2023</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106908">
                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106909">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106910">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106911">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106912">
                <text>Text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="5531">
        <name>classification</name>
      </tag>
      <tag tagId="5507">
        <name>data mining</name>
      </tag>
      <tag tagId="12759">
        <name>fuel</name>
      </tag>
      <tag tagId="12758">
        <name>perceptron</name>
      </tag>
      <tag tagId="5574">
        <name>SVM</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="10005" public="1" featured="1">
    <fileContainer>
      <file fileId="10018">
        <src>https://repository.horizon.ac.id/files/original/a2a451abbacc5ff353c6adbcdd87e49b.pdf</src>
        <authentication>1e8389df404802a139a7a8bf52764244</authentication>
      </file>
    </fileContainer>
    <collection collectionId="759">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106268">
                  <text>VOL 7 NO 3 (2023)</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="37">
              <name>Contributor</name>
              <description>An entity responsible for making contributions to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106269">
                  <text>Sri Wahyuni</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106913">
                <text>Comparative Analysis of Various Ensemble Algorithms for Computer Malware Prediction</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106914">
                <text>malware; machine learning; ensemble algorithm; important features</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106915">
                <text>By 2022 it is estimated that 29 billion devices have been connected to the internet so that cybercrime will become a major &#13;
threat. One of the most common forms of cybercrime is infection with malicious software (malware) designed to harm end &#13;
users. Microsoft has the highest number of vulnerabilities among software companies, with the Microsoft operating system &#13;
(Windows) contributing to the largest vulnerabilities at 68.85%. Malware infection research is mostly done when malware has &#13;
infected a user's device. This study uses the opposite approach, which is to predict the potential for malware infection on the &#13;
user's device before the infection occurs. Similar studies still use single algorithms, while this study uses ensemble algorithms &#13;
that are more resistant to bias-variance trade-off. This study builds models from data on computer features that affect the &#13;
possibility of malware infection on computer devices with Microsoft Windows operating system using ensemble algoritms, such &#13;
as Bagging Classifier, Random Forest, Light Gradient Boosting Machine, Extreme Gradient Boosting Machine, Category &#13;
Boosting, and Stacking Classifier. The best model is Stacking Classifier, which is a combination of Light Gradient Boosting &#13;
Machine and Category Boosting Classifier, with training and test results of 0.70665 and 0.64694. Important features have also &#13;
been identified as a reference for taking policies to protect user devices from malware infections.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106916">
                <text>Yusuf Bayu Wicaksono, Christina Juliane</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="106917">
                <text>http://jurnal.iaii.or.id</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="106918">
                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106919">
                <text>June 2023</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106920">
                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106921">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106922">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106923">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106924">
                <text>Text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="12760">
        <name>ensemble algorithm</name>
      </tag>
      <tag tagId="12761">
        <name>important features</name>
      </tag>
      <tag tagId="816">
        <name>machine learning</name>
      </tag>
      <tag tagId="5568">
        <name>malware</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="10003" public="1" featured="1">
    <fileContainer>
      <file fileId="10016">
        <src>https://repository.horizon.ac.id/files/original/06d3bef8e8c82518fa38838f0118c819.pdf</src>
        <authentication>f5d30b43697e6f18fab9b0bdfd449c48</authentication>
      </file>
    </fileContainer>
    <collection collectionId="759">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106268">
                  <text>VOL 7 NO 3 (2023)</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="37">
              <name>Contributor</name>
              <description>An entity responsible for making contributions to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106269">
                  <text>Sri Wahyuni</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106889">
                <text>Comparison of LSTM and IndoBERT Method in Identifying Hoax on Twitter</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106890">
                <text>hoax detection; social media; twitter; deep learning; LSTM; IndoBERT</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106891">
                <text>In recent years, social media users have been increasing significantly, in January 2022 social media users in Indonesia reached &#13;
191 million people which has an increase of 12.35% from the previous year as many as 170 million people, With this massive &#13;
increase every year, more and more people tend to seek and consume information through social media. Despite the many &#13;
advantages provided by social media, However, the quality of information on social media is lower than in traditional news &#13;
media there is a lot of hoax information spreading. With many disadvantages felt by hoax information, it has led to many &#13;
research to detect hoax information on social media, especially information that is widely spread on Twitter. There are several &#13;
previous researches that use various models using machine learning and also using deep learning to detect hoax. deep learning &#13;
is very well used to perform several text classification tasks, especially in detecting hoax. The aim of this paper is to compare &#13;
the LSTM and IndoBERT methods in detecting hoax using datasets taken from Twitter. In this study, two experiments work are &#13;
conducted, LSTM and IndoBERT methods. The experimental results is average value obtained from experiments using 10-fold &#13;
cross-validation. The IndoBERT model shows good performance with an average accuracy value of 92.07%, and the LSTM &#13;
model provides an average accuracy value of 87.54%. The IndoBERT model can show good performance in hoax detection &#13;
tasks and is shown to outperform the LSTM model which can provide the best average accuracy results in this study</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106892">
                <text>Muhammad Ikram Kaer Sinapoy, Yuliant Sibaroni, Sri Suryani Prasetyowati</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="106893">
                <text>http://jurnal.iaii.or.id</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="106894">
                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106895">
                <text>June 2023</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106896">
                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106897">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106898">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106899">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106900">
                <text>Text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="603">
        <name>deep learning</name>
      </tag>
      <tag tagId="12757">
        <name>hoax detection</name>
      </tag>
      <tag tagId="12634">
        <name>IndoBERT</name>
      </tag>
      <tag tagId="7182">
        <name>LSTM</name>
      </tag>
      <tag tagId="2791">
        <name>Social media</name>
      </tag>
      <tag tagId="5407">
        <name>Twitter</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="9973" public="1" featured="1">
    <fileContainer>
      <file fileId="9986">
        <src>https://repository.horizon.ac.id/files/original/b92f16f75376cc9d1fbd54b099f045e6.pdf</src>
        <authentication>5f5af4117ddc326f29fd04b721687ea3</authentication>
      </file>
    </fileContainer>
    <collection collectionId="759">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106268">
                  <text>VOL 7 NO 3 (2023)</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="37">
              <name>Contributor</name>
              <description>An entity responsible for making contributions to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106269">
                  <text>Sri Wahyuni</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106560">
                <text>Detecting Alter Ego Accounts using Social Media Mining</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106561">
                <text>alter ego; social media mining; twitter; preprocessing data; cosine similarity</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106562">
                <text>Alter ego is a condition of someone who creates a new character with a conscious state. Original character role &#13;
play is a game to create new imaginary characters that is used as research material for identification alter ego &#13;
accounts. The negative effects of playing alter ego are stress, depression, and multiple personalities. Current &#13;
research only focuses on the phenomenon and impacts of a role-playing game. We propose a new method to detect &#13;
accounts of alter ego players in social media, especially Twitter. We develop an application to analyze the &#13;
characteristics of alter ego accounts. Psychologists can use this application to discover the characteristics of alter &#13;
ego accounts that are useful for analyzing personality so that the results can be used to appropriately handle alter &#13;
ego players. Most user profiles, tweets, and platforms are used to detect account Twitter. This research proposes &#13;
a new method using bio features as input data. We crawled and collected 565 bios from Twitter for one month. &#13;
We observe the data to search for unique words and collect them into a classification dictionary. In this research, &#13;
we use the cosine similarity method because this method is popular for detecting text and has a good performance &#13;
in many cases. This research could identify alter ego accounts and other types of Twitter accounts. From the &#13;
detection results of alter ego accounts, it is possible to analyze the characteristics of Twitter accounts. We use a &#13;
sampling technique that takes 30% of the data as testing data. According to the results of the experiment cosine &#13;
similarity obtained an accuracy of 0.95</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106563">
                <text>Deyana Kusuma Wardani, Iwan Syarif, Tessy Badriyah</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="106564">
                <text>http://jurnal.iaii.or.id</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="106565">
                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106566">
                <text>June 2026</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106567">
                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106568">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106569">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106570">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106571">
                <text>Text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="12713">
        <name>alter ego</name>
      </tag>
      <tag tagId="5729">
        <name>Cosine Similarity</name>
      </tag>
      <tag tagId="12715">
        <name>preprocessing data</name>
      </tag>
      <tag tagId="12714">
        <name>social media mining</name>
      </tag>
      <tag tagId="5407">
        <name>Twitter</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="10000" public="1" featured="1">
    <fileContainer>
      <file fileId="10013">
        <src>https://repository.horizon.ac.id/files/original/8e073d23297d605ecba03e43b0a5e03c.pdf</src>
        <authentication>079c274030753dbd20feda0323f5670a</authentication>
      </file>
    </fileContainer>
    <collection collectionId="759">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106268">
                  <text>VOL 7 NO 3 (2023)</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="37">
              <name>Contributor</name>
              <description>An entity responsible for making contributions to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="106269">
                  <text>Sri Wahyuni</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106855">
                <text>Game Design for Mobile App-Based IoT Introduction Education in STEM Learning</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106856">
                <text>game education; IoT; STEM; game-based learning; aplikasi mobile</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106857">
                <text>STEM education has received considerable attention in recent years. However, developing valid and reliable assessments in &#13;
interdisciplinary learning in STEM has been a challenge. Therefore, many students ranging from junior high school to &#13;
university students are only familiar with the Internet of Things (IoT) from social media but do not know its concept and &#13;
function in STEM learning. This is also supported by the absence of educational applications about IoT. This research aims to &#13;
introduce IoT by using mobile applications. This research refers to the multimedia development method according. The data &#13;
collection method in this study was carried out by means of observation and interviews randomly to high school students to &#13;
university students. This data collection was carried out using the experimental method of application testing to analyze user &#13;
needs from several aspects such as features, images, and fonts. This research is also supported by the existence of literature &#13;
studies derived from several journals. The results show that the functions in the application can operate as expected. Based on &#13;
the survey results of the application, 75.37% of respondents rated this application in the very good category and gave positive &#13;
responses so that this application could be well received by users</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106858">
                <text>Indra Puja Laksana, Evi Dwi Wahyuni, Christian Sri Kusuma Aditya</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="106859">
                <text>http://jurnal.iaii.or.id</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="106860">
                <text>Professional Organization Ikatan Ahli Informatika Indonesia (IAII)/Indonesian Informatics Experts Association</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106861">
                <text>June 2023</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106862">
                <text>Sri Wahyuni</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106863">
                <text>ISSN Media Electronic: 2580-0760</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106864">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106865">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="106866">
                <text>Text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="5766">
        <name>Aplikasi Mobile</name>
      </tag>
      <tag tagId="12749">
        <name>game education</name>
      </tag>
      <tag tagId="12751">
        <name>game-based learning</name>
      </tag>
      <tag tagId="1154">
        <name>IoT</name>
      </tag>
      <tag tagId="12750">
        <name>STEM</name>
      </tag>
    </tagContainer>
  </item>
</itemContainer>
