<?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=302&amp;output=omeka-xml&amp;sort_field=Dublin+Core%2CTitle" accessDate="2026-04-27T02:56:49+00:00">
  <miscellaneousContainer>
    <pagination>
      <pageNumber>1</pageNumber>
      <perPage>10</perPage>
      <totalResults>25</totalResults>
    </pagination>
  </miscellaneousContainer>
  <item itemId="4607" public="1" featured="0">
    <fileContainer>
      <file fileId="4644">
        <src>https://repository.horizon.ac.id/files/original/5babc57701609bd3676b31348358268b.pdf</src>
        <authentication>348debd6d251aeb2e9a31d653147c83a</authentication>
      </file>
    </fileContainer>
    <collection collectionId="302">
      <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="48876">
                  <text>VOL. 21, NO. 5 2023</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <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="49057">
                <text>TELKOMNIKA Telecommunication Computing Electronics and Control&#13;
A novel compact dual-band bandstop filter with enhanced rejection bands</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49058">
                <text>Bandstop filter&#13;
Dual-band&#13;
Microstrip technology&#13;
Nonuniform transmission lines&#13;
Wideband</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49059">
                <text>In this paper, we present the design of a new wide dual-band bandstop filter&#13;
(DBBSF) using nonuniform transmission lines. The method used to design&#13;
this filter is to replace conventional uniform transmission lines with&#13;
nonuniform lines governed by a truncated Fourier series. Based on how&#13;
impedances are profiled in the proposed DBBSF structure, the fractional&#13;
bandwidths of the two 10 dB-down rejection bands are widened to 39.72%&#13;
and 52.63%, respectively, and the physical size has been reduced compared&#13;
to that of the filter with the uniform transmission lines. The results of the&#13;
electromagnetic (EM) simulation support the obtained analytical response&#13;
and show an improved frequency behavior.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49060">
                <text>Ayyoub El Berbri, Hassna Agoumi, Seddik Bri, Youssef El Amraoui, Adil Saadi</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="49061">
                <text>http://telkomnika.uad.ac.id</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="49062">
                <text>Apr 30, 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="49063">
                <text>Ayyoub El Berbri1&#13;
&#13;
, Hassna Agoumi1&#13;
&#13;
, Seddik Bri2&#13;
&#13;
, Youssef El Amraoui1,3, Adil Saadi1</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="49064">
                <text>pdf</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49065">
                <text>english</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49066">
                <text>text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="9973">
        <name>Bandstop filter</name>
      </tag>
      <tag tagId="9974">
        <name>Dual-band</name>
      </tag>
      <tag tagId="5408">
        <name>Jurnal Nasional Informatika</name>
      </tag>
      <tag tagId="8792">
        <name>Microstrip technology</name>
      </tag>
      <tag tagId="9975">
        <name>Nonuniform transmission lines Wideband</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="4599" public="1" featured="0">
    <fileContainer>
      <file fileId="4636">
        <src>https://repository.horizon.ac.id/files/original/f6f1f240b7d0d3b23940d4d91d2996df.pdf</src>
        <authentication>fff2ec9098f7a5aae8d466a413dc88d7</authentication>
      </file>
    </fileContainer>
    <collection collectionId="302">
      <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="48876">
                  <text>VOL. 21, NO. 5 2023</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <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="48977">
                <text>TELKOMNIKA Telecommunication Computing Electronics and Control&#13;
A progressive learning for structural tolerance online sequential extreme learning machine</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48978">
                <text>Extreme learning machine&#13;
Progressive learning&#13;
Sequential learning&#13;
Stable sequential learning</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48979">
                <text>This article discusses the progressive learning for structural tolerance online&#13;
sequential extreme learning machine (PSTOS-ELM). PSTOS-ELM can save&#13;
robust accuracy while updating the new data and the new class data on the online&#13;
training situation. The robustness accuracy arises from using the householder&#13;
block exact QR decomposition recursive least squares (HBQRD-RLS) of the&#13;
PSTOS-ELM. This method is suitable for applications that have data&#13;
streaming and often have new class data. Our experiment compares the&#13;
PSTOS-ELM accuracy and accuracy robustness while data is updating with&#13;
the batch-extreme learning machine (ELM) and structural tolerance online&#13;
sequential extreme learning machine (STOS-ELM) that both must retrain the&#13;
data in a new class data case. The experimental results show that PSTOS-ELM&#13;
has accuracy and robustness comparable to ELM and STOS-ELM while also&#13;
can update new class data immediately.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48980">
                <text>Sarutte Atsawaraungsuk, Wasaya Boonphairote, Kritsanapong Somsuk, Chanwit Suwannapong, Suchart Khummanee</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="48981">
                <text>http://telkomnika.uad.ac.id</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="48982">
                <text>Mar 25, 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="48983">
                <text>peri irawan</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="48984">
                <text>pdf</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48985">
                <text>english</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48986">
                <text>text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="8425">
        <name>Extreme learning machine</name>
      </tag>
      <tag tagId="5408">
        <name>Jurnal Nasional Informatika</name>
      </tag>
      <tag tagId="9991">
        <name>Progressive learning</name>
      </tag>
      <tag tagId="9992">
        <name>Sequential learning</name>
      </tag>
      <tag tagId="9993">
        <name>Stable sequential learning</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="4591" public="1" featured="0">
    <fileContainer>
      <file fileId="4628">
        <src>https://repository.horizon.ac.id/files/original/545b5ca9d0363ae8c74342850d79207b.pdf</src>
        <authentication>9e598447117dd9b41368143414de0a23</authentication>
      </file>
    </fileContainer>
    <collection collectionId="302">
      <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="48876">
                  <text>VOL. 21, NO. 5 2023</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <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="48897">
                <text>TELKOMNIKA Telecommunication Computing Electronics and Control&#13;
Adaptive segmentation algorithm based on level set model in medical imaging</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48898">
                <text>Active contour&#13;
Anisotropic diffusion&#13;
Euler’s equation&#13;
Medical image segmentation&#13;
Variational level set</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48899">
                <text>For image segmentation, level set models are frequently employed. It offer&#13;
best solution to overcome the main limitations of deformable parametric&#13;
models. However, the challenge when applying those models in medical&#13;
images stills deal with removing blurs in image edges which directly affects&#13;
the edge indicator function, leads to not adaptively segmenting images and&#13;
causes a wrong analysis of pathologies wich prevents to conclude a correct&#13;
diagnosis. To overcome such issues, an effective process is suggested by&#13;
simultaneously modelling and solving systems’ two-dimensional partial&#13;
differential equations (PDE). The first PDE equation allows restoration using&#13;
Euler’s equation similar to an anisotropic smoothing based on a regularized&#13;
Perona and Malik filter that eliminates noise while preserving edge&#13;
information in accordance with detected contours in the second equation that&#13;
segments the image based on the first equation solutions. This approach&#13;
allows developing a new algorithm which overcome the studied model&#13;
drawbacks. Results of the proposed method give clear segments that can be&#13;
applied to any application. Experiments on many medical images in particular&#13;
blurry images with high information losses, demonstrate that the developed&#13;
approach produces superior segmentation results in terms of quantity and&#13;
quality compared to other models already presented in previeous works.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48900">
                <text>Boualem Mansouri, Abdelkader Khobzaoui, Mehdi Damou, Mohammed Chetioui, Abdelhakim Boudkhil</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="48901">
                <text>http://telkomnika.uad.ac.id</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="48902">
                <text>Feb 16, 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="48903">
                <text>peri irawan</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="48904">
                <text>pdf</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48905">
                <text>english</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48906">
                <text>text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="10009">
        <name>Active contour</name>
      </tag>
      <tag tagId="10010">
        <name>Anisotropic diffusion</name>
      </tag>
      <tag tagId="10011">
        <name>Euler’s equation</name>
      </tag>
      <tag tagId="5408">
        <name>Jurnal Nasional Informatika</name>
      </tag>
      <tag tagId="10012">
        <name>Medical image segmentation</name>
      </tag>
      <tag tagId="10013">
        <name>Variational level set</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="4595" public="1" featured="0">
    <fileContainer>
      <file fileId="4632">
        <src>https://repository.horizon.ac.id/files/original/4ef77f5b6bee5466c7e515f6e22d2c3c.pdf</src>
        <authentication>0d713543e8c89d36b98908bf2ee7d1f6</authentication>
      </file>
    </fileContainer>
    <collection collectionId="302">
      <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="48876">
                  <text>VOL. 21, NO. 5 2023</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <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="48937">
                <text>TELKOMNIKA Telecommunication Computing Electronics and Control&#13;
Amazon products reviews classification based on machine&#13;
learning, deep learning methods and BERT</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48938">
                <text>Deep learning&#13;
Feature extraction&#13;
Machine learning&#13;
Sentiment analysis&#13;
Transformer technique</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48939">
                <text>In recent times, the trend of online shopping through e-commerce stores and&#13;
websites has grown to a huge extent. Whenever a product is purchased on an&#13;
e-commerce platform, people leave their reviews about the product. These&#13;
reviews are very helpful for the store owners and the product’s manufacturers&#13;
for the betterment of their work process as well as product quality. An&#13;
automated system is proposed in this work that operates on two datasets D1&#13;
and D2 obtained from Amazon. After certain preprocessing steps, N-gram and&#13;
word embedding-based features are extracted using term frequency-inverse&#13;
document frequency (TF-IDF), bag of words (BoW) and global vectors&#13;
(GloVe), and Word2vec, respectively. Four machine learning (ML) models&#13;
support vector machines (SVM), logistic regression (RF), logistic regression&#13;
(LR), multinomial Naïve Bayes (MNB), two deep learning (DL) models&#13;
convolutional neural network (CNN), long-short term memory (LSTM), and&#13;
standalone bidirectional encoder representations (BERT) are used to classify&#13;
reviews as either positive or negative. The results obtained by the standard&#13;
ML, DL models and BERT are evaluated using certain performance&#13;
evaluation measures. BERT turns out to be the best-performing model in the&#13;
case of D1 with an accuracy of 90% on features derived by word embedding&#13;
models while the CNN provides the best accuracy of 97% upon word&#13;
embedding features in the case of D2. The proposed model shows better&#13;
overall performance on D2 as compared to D1.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48940">
                <text>Saman Iftikhar, Bandar Alluhaybi, Mohammed Suliman, Ammar Saeed, Kiran Fatima</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="48941">
                <text>http://telkomnika.uad.ac.id</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="48942">
                <text>Feb 16, 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="48943">
                <text>peri irawan</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="48944">
                <text>pdf</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48945">
                <text>english</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48946">
                <text>text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="603">
        <name>deep learning</name>
      </tag>
      <tag tagId="10000">
        <name>Feature extraction Machine learning</name>
      </tag>
      <tag tagId="5408">
        <name>Jurnal Nasional Informatika</name>
      </tag>
      <tag tagId="10001">
        <name>Sentiment analysis Transformer technique</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="4594" public="1" featured="0">
    <fileContainer>
      <file fileId="4631">
        <src>https://repository.horizon.ac.id/files/original/3994989f1694ff27bf34feebea66a67f.pdf</src>
        <authentication>caec2a3e11fb4aad19d3586903efbdb1</authentication>
      </file>
    </fileContainer>
    <collection collectionId="302">
      <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="48876">
                  <text>VOL. 21, NO. 5 2023</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <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="48927">
                <text>TELKOMNIKA Telecommunication Computing Electronics and Control&#13;
Automatic channel selection using shuffled frog leaping algorithm for EEG based addiction detection</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48928">
                <text>Automatic channel selection&#13;
Drug addiction&#13;
Electroencephalography&#13;
MLP with SFLA&#13;
Shuffled frog leaping algorithm</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48929">
                <text>Drug addiction is a complex neurobiological disorder that necessitates&#13;
comprehensive treatment of both the body and mind. It is categorized as a&#13;
brain disorder due to its impact on the brain. Various methods such as&#13;
electroencephalography (EEG), functional magnetic resonance imaging&#13;
(FMRI), and magnetoencephalography (MEG) can capture brain activities&#13;
and structures. EEG signals provide valuable insights into neurological&#13;
disorders, including drug addiction. Accurate classification of drug addiction&#13;
from EEG signals relies on appropriate features and channel selection.&#13;
Choosing the right EEG channels is essential to reduce computational costs&#13;
and mitigate the risk of overfitting associated with using all available&#13;
channels. To address the challenge of optimal channel selection in addiction&#13;
detection from EEG signals, this work employs the shuffled frog leaping&#13;
algorithm (SFLA). SFLA facilitates the selection of appropriate channels,&#13;
leading to improved accuracy. Wavelet features extracted from the selected&#13;
input channel signals are then analyzed using various machine learning&#13;
classifiers to detect addiction. Experimental results indicate that after&#13;
selecting features from the appropriate channels, classification accuracy&#13;
significantly increased across all classifiers. Particularly, the multi-layer&#13;
perceptron (MLP) classifier combined with SFLA demonstrated a&#13;
remarkable accuracy improvement of 15.78% while reducing time&#13;
complexity.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48930">
                <text>Grace Mary Kanaga Edward, Angela Esther Rajakumar, Kumudha Raimond, Anitha Jeevanayagam</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="48931">
                <text>http://telkomnika.uad.ac.id</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="48932">
                <text>Apr 30, 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="48933">
                <text>peri irawan</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="48934">
                <text>pdf</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48935">
                <text>english</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48936">
                <text>text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="10002">
        <name>Automatic channel selection</name>
      </tag>
      <tag tagId="10003">
        <name>Drug addiction</name>
      </tag>
      <tag tagId="823">
        <name>electroencephalography</name>
      </tag>
      <tag tagId="5408">
        <name>Jurnal Nasional Informatika</name>
      </tag>
      <tag tagId="10004">
        <name>MLP with SFLA</name>
      </tag>
      <tag tagId="10005">
        <name>Shuffled frog leaping algorithm</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="4611" public="1" featured="0">
    <fileContainer>
      <file fileId="4648">
        <src>https://repository.horizon.ac.id/files/original/ae103b7a36c366402fe47bae6f5bc87c.pdf</src>
        <authentication>a108ec47db065674d74f2a72a6344abf</authentication>
      </file>
    </fileContainer>
    <collection collectionId="302">
      <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="48876">
                  <text>VOL. 21, NO. 5 2023</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <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="49097">
                <text>TELKOMNIKA Telecommunication Computing Electronics and Control&#13;
Big data cloud-based recommendation system using NLP techniques with machine and deep learning</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49098">
                <text>Artificial intelligence&#13;
Big data&#13;
Keras&#13;
Natural language processing&#13;
Recommendation system</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49099">
                <text>Recommendation systems (RS) are crucial for social networking sites.&#13;
Without it, finding precise products is harder. However, existing systems&#13;
lack adequate efficiency, especially with big data. This paper presents a&#13;
prototype cloud-based recommendation system for processing big data. The&#13;
proposed work is implemented by utilizing the matrix factorization method&#13;
with three approaches. In the first approach, singular value decomposition&#13;
(SVD) is used, which is an old and traditional recommendation technique.&#13;
The second recommendation approach is fine-tuned using the alternating&#13;
least squares (ALS) algorithm with Apache Spark. Finally, the deep neural&#13;
network (DNN) algorithm is utilized with TensorFlow. This study solves the&#13;
challenge of handling large-scale datasets in the collaborative filtering (CF)&#13;
technique after tuning the algorithms by adjusting the parameters in the&#13;
second approach, which uses machine learning, as well as in the third&#13;
approach, which uses deep learning. Furthermore, the results of these two&#13;
approaches outperformed conventional techniques and achieved an&#13;
acceptable computational time. The dataset size is about 1.5 GB and it is&#13;
collected from the Goodreads website API. Moreover, the Hadoop&#13;
distributed file system (HDFS) is used as cloud storage instead of the&#13;
computer’s local disk for handling larger dataset sizes in the future.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49100">
                <text>Hoger K. Omar, Mondher Frikha, Alaa Khalil Jumaa</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="49101">
                <text>http://telkomnika.uad.ac.id</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="49102">
                <text>May 01, 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="49103">
                <text>peri irawan</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="49104">
                <text>pdf</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49105">
                <text>english</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49106">
                <text>text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="601">
        <name>artificial intelligence</name>
      </tag>
      <tag tagId="9963">
        <name>Big data Keras</name>
      </tag>
      <tag tagId="5408">
        <name>Jurnal Nasional Informatika</name>
      </tag>
      <tag tagId="9964">
        <name>Natural language processing Recommendation system</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="4602" public="1" featured="0">
    <fileContainer>
      <file fileId="4639">
        <src>https://repository.horizon.ac.id/files/original/d07a602ad942ae1e1a3ff0cf7caf5f42.pdf</src>
        <authentication>6659aa93ac5621046160e321c8feaae5</authentication>
      </file>
    </fileContainer>
    <collection collectionId="302">
      <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="48876">
                  <text>VOL. 21, NO. 5 2023</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <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="49007">
                <text>TELKOMNIKA Telecommunication Computing Electronics and Control&#13;
Blockchain-IoT supply chain: systematic literature review</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49008">
                <text>Authentication&#13;
Blockchain&#13;
IoT&#13;
Supply chain</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49009">
                <text>Since 2016, the implementation of blockchain in the supply chain has attracted&#13;
wide interest among researchers. The creation and study of blockchain&#13;
technology have grown at an exponential rate in the last decade. The supply&#13;
chain would be a massive technological leap with the combination of&#13;
blockchain technology that brings major changes to different facets of the&#13;
industry, such as record immutability, improved traceability, quality&#13;
assurance, improved knowledge flows, decentralized power structure, and&#13;
decreased chances of fraud. With the growth in blockchain Internet-of-Thing&#13;
(IoT) supply chain technologies, the security risk of implementing such&#13;
technologies and methods to counter it has been largely discussed among&#13;
researchers. This study analyses peer-reviewed literature attempting to use&#13;
authentication in the blockchain-IoT supply chain to counter security risks in&#13;
the technologies and provides a comprehensive analysis of the important&#13;
feature when creating an authentication technique for the blockchain-IoT&#13;
supply chain. Finally, the study discusses some of the problems and research&#13;
objectives in the realm of authentication in the blockchain-IoT supply chain.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49010">
                <text>Umi Nabilah Badrol Said, Mohd Rizuan Baharon, Mohd Zaki Mas’ud, Ariff Idris, Noor Azurati Ahmad Salleh</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="49011">
                <text>http://telkomnika.uad.ac.id</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="49012">
                <text>Apr 30, 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="49013">
                <text>peri irawan</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="49014">
                <text>pdf</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49015">
                <text>english</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49016">
                <text>text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="5992">
        <name>Authentication</name>
      </tag>
      <tag tagId="9985">
        <name>Blockchain IoT</name>
      </tag>
      <tag tagId="5408">
        <name>Jurnal Nasional Informatika</name>
      </tag>
      <tag tagId="9986">
        <name>Supply chain</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="4593" public="1" featured="0">
    <fileContainer>
      <file fileId="4630">
        <src>https://repository.horizon.ac.id/files/original/7553b799a296d090cf2a848111102688.pdf</src>
        <authentication>1432fa15ede2505c695e21e929e644ba</authentication>
      </file>
    </fileContainer>
    <collection collectionId="302">
      <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="48876">
                  <text>VOL. 21, NO. 5 2023</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <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="48917">
                <text>TELKOMNIKA Telecommunication Computing Electronics and Control&#13;
Brief note on match and miss-match uncertainties</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48918">
                <text>Disturbance&#13;
Linear systems&#13;
Nonlinear systems&#13;
Uncertainty</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48919">
                <text>The appearance of uncertainties and disturbances often effects the&#13;
characteristics of either linear or nonlinear systems. Plus, the stabilization&#13;
process may be deteriorated thus incurring a catastrophic effect to the system&#13;
performance. As such, this manuscript addresses the concept of matching&#13;
condition for the systems that are suffering from miss-match uncertainties and&#13;
exogeneous disturbances. The perturbation towards the system at hand is&#13;
assumed to be known and unbounded. To reach this outcome, uncertainties&#13;
and their classifications are reviewed thoroughly. The structural matching&#13;
condition is proposed and tabulated in the proposition 1. Two types of&#13;
mathematical expressions are presented to distinguish the system with&#13;
matched uncertainty and the system with miss-matched uncertainty. Lastly,&#13;
two-dimensional numerical expressions are provided to practice the proposed&#13;
proposition. The outcome shows that matching condition has the ability to&#13;
change the system to a design-friendly model for asymptotic stabilization.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48920">
                <text>Muhammad Nizam Kamarudin, Sahazati Md Rozali, Mohd H. Hairi Muhammad I. Zakaria</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="48921">
                <text>http://telkomnika.uad.ac.id</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="48922">
                <text>Jun 05, 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="48923">
                <text>peri irawan</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="48924">
                <text>pdf</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48925">
                <text>english</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48926">
                <text>text </text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="10006">
        <name>Disturbance</name>
      </tag>
      <tag tagId="5408">
        <name>Jurnal Nasional Informatika</name>
      </tag>
      <tag tagId="10007">
        <name>Linear systems</name>
      </tag>
      <tag tagId="10008">
        <name>Nonlinear systems</name>
      </tag>
      <tag tagId="3035">
        <name>Uncertainty</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="4600" public="1" featured="0">
    <fileContainer>
      <file fileId="4637">
        <src>https://repository.horizon.ac.id/files/original/fc283a09234b6c88474b89d9530e6c11.pdf</src>
        <authentication>cccc0178afeae2f9f4901f3031332fb7</authentication>
      </file>
    </fileContainer>
    <collection collectionId="302">
      <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="48876">
                  <text>VOL. 21, NO. 5 2023</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <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="48987">
                <text>TELKOMNIKA Telecommunication Computing Electronics and Control&#13;
Conceptual model of internet banking adoption with perceived risk and trust factors</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48988">
                <text>Internet banking&#13;
Perceived risk&#13;
Technology acceptance model&#13;
Technology adoption&#13;
Trust</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48989">
                <text>Understanding the primary factors of internet banking (IB) acceptance is&#13;
critical for both banks and users; nevertheless, our knowledge of the role of&#13;
users’ perceived risk and trust in IB adoption is limited. As a result, we&#13;
develop a conceptual model by incorporating perceived risk and trust into&#13;
the technology acceptance model (TAM) theory toward the IB. The proper&#13;
research emphasized that the most essential component in explaining IB&#13;
adoption behavior is behavioral intention to use IB adoption. TAM is helpful&#13;
for figuring out how elements that affect IB adoption are connected to one&#13;
another. According to previous literature on IB and the use of such&#13;
technology in Iraq, one has to choose a theoretical foundation that may&#13;
justify the acceptance of IB from the customer’s perspective. The conceptual&#13;
model was therefore constructed using the TAM as a foundation.&#13;
Furthermore, perceived risk and trust were added to the TAM dimensions as&#13;
external factors. The key objective of this work was to extend the TAM to&#13;
construct a conceptual model for IB adoption and to get sufficient theoretical&#13;
support from the existing literature for the essential elements and their&#13;
relationships in order to unearth new insights about factors responsible for&#13;
IB adoption.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48990">
                <text>Waleed A. Hammood, Afrig Aminuddin, Omar A. Hammood, Khairul Hafezad Abdullah, Davi Sofyan, Majid Rahardi</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="48991">
                <text>http://telkomnika.uad.ac.id</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="48992">
                <text>Feb 22, 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="48993">
                <text>peri irawan</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="48994">
                <text>pdf</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48995">
                <text>english</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="48996">
                <text>text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="9989">
        <name>Internet banking</name>
      </tag>
      <tag tagId="5408">
        <name>Jurnal Nasional Informatika</name>
      </tag>
      <tag tagId="9990">
        <name>Perceived risk</name>
      </tag>
      <tag tagId="5792">
        <name>Technology Acceptance Model</name>
      </tag>
      <tag tagId="6969">
        <name>Technology adoption</name>
      </tag>
      <tag tagId="3332">
        <name>trust</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="4609" public="1" featured="0">
    <fileContainer>
      <file fileId="4646">
        <src>https://repository.horizon.ac.id/files/original/861b8bedcc45cd36890fb05711a5b97e.pdf</src>
        <authentication>d571f339009b1f42093ad9dc8cb3dad9</authentication>
      </file>
    </fileContainer>
    <collection collectionId="302">
      <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="48876">
                  <text>VOL. 21, NO. 5 2023</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <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="49077">
                <text>TELKOMNIKA Telecommunication Computing Electronics and Control&#13;
Deep learning approach to DDoS attack with imbalanced data at the application layer</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49078">
                <text>ADASYN&#13;
Application layer&#13;
DDoS&#13;
Deep learning&#13;
LDAP&#13;
SMOTE</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49079">
                <text>A distributed denial of service (DDoS) attack is where one or more computers&#13;
attack or target a server computer, by flooding internet traffic to the server.&#13;
As a result, the server cannot be accessed by legitimate users. A result of this&#13;
attack causes enormous losses for a company because it can reduce the level&#13;
of user trust, and reduce the company’s reputation to lose customers due to&#13;
downtime. One of the services at the application layer that can be accessed by&#13;
users is a web-based lightweight directory access protocol (LDAP) service&#13;
that can provide safe and easy services to access directory applications.&#13;
We used a deep learning approach to detect DDoS attacks on the CICDDoS&#13;
2019 dataset on a complex computer network at the application layer to get&#13;
fast and accurate results for dealing with unbalanced data. Based on the results&#13;
obtained, it is observed that DDoS attack detection using a deep learning&#13;
approach on imbalanced data performs better when implemented using&#13;
synthetic minority oversampling technique (SMOTE) method for binary&#13;
classes. On the other hand, the proposed deep learning approach performs&#13;
better for detecting DDoS attacks in multiclass when implemented using the&#13;
adaptive synthetic (ADASYN) method.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49080">
                <text>Rahmad Gunawan, Hadhrami Ab Ghani, Nurulaqilla Khamis, Januar Al Amien, Edi Ismanto</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="49081">
                <text>http://telkomnika.uad.ac.id</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="49082">
                <text>Mar 25, 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="49083">
                <text>peri irawan</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="49084">
                <text>pdf</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49085">
                <text>english</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="49086">
                <text>text</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="9968">
        <name>ADASYN</name>
      </tag>
      <tag tagId="9969">
        <name>Application layer</name>
      </tag>
      <tag tagId="9440">
        <name>DDoS</name>
      </tag>
      <tag tagId="603">
        <name>deep learning</name>
      </tag>
      <tag tagId="5408">
        <name>Jurnal Nasional Informatika</name>
      </tag>
      <tag tagId="9970">
        <name>LDAP SMOTE</name>
      </tag>
    </tagContainer>
  </item>
</itemContainer>
