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                  <text>VOL 5 NO 4 (2021)</text>
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                <text>Pengenalan Logo Kendaraan Menggunakan Metode Local Binary Pattern dan Random Forest</text>
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                <text>recognition system, vehicle logo, local binary pattern, random forest</text>
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                <text>The  vehicle  logo  is  one  of  the  features  that  can  be used  to identify  a  vehicle.  Even  so, a lot  of  Intelligent  Transport  System which are developed nowadays has yet to use a vehicle logo recognition system as one of its vehicle identificationtools. Hence there are still cases of traffic crimes that haven't been able to be examined by the system, such as cases of counterfeiting vehicle license plates. Vehicle logo recognition itself could be done by using various feature extraction and classification methods.This research project uses the Local Binary Pattern feature extraction method which is often used for many kinds of image recognition systems. Then, the classification method used is Random Forest which is known to be effective and accurate for various classification problems. The data used for this study were asmany as 2000 vehicle logo images consisting of 5 brand classes, namely Honda, Kia, Mazda, Mitsubishi, and Toyota. The results of the tests carried out obtained the best accuracy value of 88.89% for the front view logo image dataset, 77.03% for the side view logo image dataset, and 83% for the dataset with both types of images</text>
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                <text>Alda Putri Utami1, Febryanti Sthevanie2, Kurniawan Nur Ramadhani3</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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                <text> Universitas Telkom</text>
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                <text>20 agustus 2021</text>
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                <text>Fajar bagus W</text>
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                <text>Indonesia</text>
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                <text>Realtime Object Detection Masa SiapPanenTanaman Sayuran BerbasisMobile Android DenganDeep Learning</text>
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                <text>real-time, objectdetection, vegetable, harvest,MobileNetV3</text>
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                <text>Determining  the  harvesting  period  can  be  done  visually,  physically,  computationally,  and  chemically.  Since  the  harvesting process  is  crucial,  late  harvesting  will  affect  post-harvest  and  production  quality.  Leafy  vegetables  have  a  relatively  short ready-to-harvest period. Visual recognition of the harvesting period combined with image processing can recognize harvesting vegetables' visual characteristics. This study aims to build a deep learning-based mobile model to detect real-time vegetable plant  objectssuch  as  bok  choy,  spinach,  kale,  and  curly  kale  to  determine  whether  these  vegetables  are  ready  for  harvest. Mobile-based  architecture  is  chosen  due to latency, privacy,  connectivity,  and  power  consumption reason  since  there  is  no round-trip communicationto the server. In this research, we use MobileNetV3 as the base architecture. To find the best model, we experiment using different image input size. We have obtained a maximum MAP score of 0. 705510using a 36,000 image dataset. Furthermore, after implementing the model into the Android mobile application, we analyze the best practice in using the application to capture distance. In real-time detection usage, the detection can be done with an ideal distance of 5 cm and10cm</text>
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            <description>An entity primarily responsible for making the resource</description>
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                <text>Andri Heru Saputra1, Dhomas Hatta Fudholi</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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            <description>An entity responsible for making the resource available</description>
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              <elementText elementTextId="92443">
                <text>Universitas Islam Indonesia</text>
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            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
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                <text>20 agustus 2021</text>
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                <text>Fajar bagus W</text>
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            <name>Language</name>
            <description>A language of the resource</description>
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                <text>Indoesia</text>
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                  <text>VOL 5 NO 4 (2021)</text>
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            <name>Title</name>
            <description>A name given to the resource</description>
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                <text>mplementasi Sistem Otentikasi Dokumen Berbasis Quick Response(QR) Codedan Digital Signature</text>
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          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
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                <text>Digital Signature, Quick Response(QR) code, Secure Hash Algorithm-256 (SHA-256), Rivest-Shamir-Adleman (RSA), Error correction.</text>
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          <element elementId="41">
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            <description>An account of the resource</description>
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                <text>The authenticityand integrityof documents areessentialindata exchange and  communication.  Digital documents  must  be verifiable  for  their  authenticity  and  integrityby  all  parties  that  use  the  documents.  Generally,  digital documents  can  be authenticated by  using digital  signatures.  This  study  aims  to  implement  adocument  authentication  system  based  on Quick Response(QR) code and digital signature. As the case study, thedocument authentication system is implementedto generate digital signatures forstudent’scertificate documents. Furthermore, the system can also verifythe authenticityof the certificate documents. Creatinga digital signature requires ahash function algorithm forgeneratingthe message digestof the document. In addition, an algorithm togeneratethe public key and the private key used in the encryption/decryption of the message digest is also needed. Thehashfunction utilizedin this study is the Secure Hash Algorithm-256 (SHA-256), while the algorithm used for  encryption/decryption  is  theRivest-Shamir-Adleman  (RSA)algorithm. The  system  is  evaluated  by  verifying 30  student certificate documents, of which 15of them were certificates with QR code signature generated by the system and the other 15were  certificates  with  QR  code signature generated usinga random  QR  code  generator. The  system’stesting  results demonstrate thatthe systemcan ensurethe authenticityand integrityof the signed certificate documents toprevent document falsification. All documents that contain random QR codes were correctly identified asfalse documents</text>
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            <description>An entity primarily responsible for making the resource</description>
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                <text>Antika Lorien1, Theophilus Wellem2</text>
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            <description>A related resource from which the described resource is derived</description>
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              <elementText elementTextId="92464">
                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="92465">
                <text>Universitas Kristen Satya Wacana</text>
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            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
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                <text>20 agustus 2021</text>
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            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
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                <text>Fajar bagus W</text>
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            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
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                <text>Indonesia</text>
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                  <text>VOL 5 NO 4 (2021)</text>
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            <description>A name given to the resource</description>
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                <text>Analisis Akun Twitter Berpengaruh terkait Covid-19 menggunakan Social Network Analysis</text>
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            <description>The topic of the resource</description>
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                <text>Centrality, Covid-19, Follower Rank, Social Network Analysis, Twitte</text>
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                <text>Covid-19  is  a  disease of the  virus  that  is  shaking  the  world  and  has  been  designated by  WHO  as a  pandemic.  This  case of Covid-19  can  be  a place  of  dissemination  of  disinformation  that  can  be  utilized  by  some  parties.  The  dissemination  of information in this day and age has turned to the internet, namely social media, Twitter is one of the social media that is often used by Indonesians and the data can be analyzed. This study uses the social network analysis method, conducted to be able to find nodes that affect the ongoing interaction in the interaction network of information dissemination related to Covid-19 in Indonesia and see if the node is directly proportional to the value of its popularity. As well as to know in identifying the source of Covid-19 information, whether dominated by competent Twitter accounts in their fields. The data examined 19,939 nodes and  12,304  edges  were  taken  from data  provided  by  the  web  academic.droneemprit.id  on  the  project  "Analisis  Opini Persebaran Virus Corona di Media Sosial", using the period of December 2019 to December 2020 on social media Twitter. The  results  showed  that  the  @do_ra_dong  account  is an  influential actor  with  the  highest  degree centrality of 860 and the @detikcom account is the actor with the highest popularity value of follower rank of 0.994741605. Thus actors who have a high degree of centrality value do not necessarily have a high followerrank value anyway. The study ignores if there are buzzer accounts on Twitter.</text>
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            <description>An entity primarily responsible for making the resource</description>
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                <text>Aprillian Kartino1, M. Khairul Anam2,Rahmaddeni3, Junadhi</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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                <text>STMIK Amik Riau</text>
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                <text>20 agustus 2021</text>
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                <text>Fajar bagus W</text>
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                <text>Indonesia</text>
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                <text>Analisis Dampak Perubahan Artefak Kebutuhan Berdasarkan Kedekatan Semantik PadaPengembangan XP</text>
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                <text>The Extreme Programming (XP) development method is popular because of the flexibility of the development process, it can accommodate  changes  quickly.  But  this  method  has  a  weakness  in  terms  of  documentation.  It  is  expected  that  the  speed  of discovering which parts of the source code need to be changed will be greatly improved by analyzing the impact of changes on the requirements document.In this study, a method of analyzing the impact of changes is proposed by tracing changes in the artifact of the need to find out the source code that occurs. Early language methods and semantic approaches are used. Based on  the  proximity  of  the  semantics,  it  will  be  analyzed  to  find  out  the  elements  in  the  source  code  that  use  the  Spearman Correlation Coefficient.The test dataset in this study consisted of the source code in the PHP programming language as well as the functional requirements of the software. Requirements change list is generated by analysis of the latest 2 (two) expert versions of the source code. The changing needs are described in a user story document. Based on the test results in this study, the average precision was 0.1725 and the average recall value was 0.6041</text>
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                <text>Arrijal Nagara Yanottama1, Siti Rochimah</text>
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                <text> Institut Teknologi Sepuluh Nopember</text>
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                <text>Klasifikasi Citra Burung LovebirdMenggunakan Decision Treedengan Empat Jenis Evaluasi</text>
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                <text>Lovebird, ANN, Decision Tree, Precision, Recall, F-measure</text>
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                <text>Lovebird is a pet that many people in Indonesia have known. The diversity of species, coat color, and body shape gives it its charm. As well in this lovebird bird has its uniqueness of various rare colors. However, many ordinary people have difficultydistinguishing the types of lovebirds. This research is needed to improve previous studyperformance inclassifying lovebird images  using  the  Decision  Tree  J48  algorithm  with  4  types  of  evaluation.  In  this  case,also  to  reduce  the  stage  of  feature extraction to speed up the computational process. Based on availablecomparisons, the results obtained at the same split ratio with a comparison of 60:40 in Decision Tree J48 have the precision of 1,000, recall of 1,000, f-measure of 1,000,and accuracy value  of  100%.  Then  the Artificial  Neural  Network with a split  ratio  of  60:40  has a precision  of  0.854, recall  of  0.843,  f-measurement of 0.841,and anaccuracy value of 84.25%. These results prove that by testing the first-level extraction on color features,  Decision  Tree  J48  is  superior  in  classifying  images  of  lovebird  species,  and  Decision  Tree  J48 canimprove performance and produce the best accuracy</text>
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                <text>Aviv Yuniar Rahman</text>
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                <text>Universitas Widyagama Malang</text>
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                <text>Penerapan Convolutional Neural Networkpada Citra RontgenParu-Paru untuk Deteksi SARS-CoV-2</text>
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                <text>convolutional neural network, covid-19, image, chest, x-ray</text>
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                <text>COVID-19was  officially  declared  as  a  pandemic  by  the WHOon  March  11,  2020.  For  COVID-19,  the  testing  methods commonly  used  are  the Antibody  Testingand RT-PCRTesting.  Both  methods  are  considered  to  be  the  most  effective  in determining whether a person has been suffered from COVID-19 or not. However,alternative testing methods need to be tried. One of them is using the Convolutional Neural Network. This study aims to measure the performanceof CNN in classifying x-ray image of a person’s chest to determine whether the person is suffered from COVID-19or not. The CNN model that was built consists of 1 convolutional 2D layer, 2 activation layers, 1 maxpooling layer, 1 dropout layer, 1 flatten layer, and 1 dense layer.  Meanwhile,  the  chest  x-ray  image  dataset  used  is  the  COVID-19  Radiography  Database.  This  dataset  consists  of  3 classes, i.e. COVID-19 class,NORMAL class, and VIRAL_PNEUMONIA. The experiments consisted of 4 scenarios and were carried out using Google Colab. Based on the experiments, the CNN model can achieve an accuracy of 98.69%, a sensitivity of 97.71%, and a specificity of 98.90%. Thus, CNN has a very good performance to classify the disease based on a person’s chest x-ray</text>
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                <text>Bambang Pilu Hartato</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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              <elementText elementTextId="92531">
                <text>Universitas Amikom Purwokerto</text>
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                <text>24 agustus 2021</text>
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                <text>Fajar bagus W</text>
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                <text>Indonesia</text>
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                <text>Semantic Approach for Big Five PersonalityPredictiononTwitter</text>
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                <text>Personality provides  a  deepinsight  of  someone  and hasanimportant part  in someone’s  job  performance. Predicting  personality throughsocial  media  has  been  studied onseveral research.The  problem  is  how  to improve the performance of personality prediction system. The purpose of this research is to predict personalityon Twitter usersand increase the performance of thepersonality predictionsystem. An online survey using Big Five  Inventory  (BFI)  questionnaire  has  been  distributed  and  gathered  295Twitteruserswith 511,617tweets data. In this  research, we experimenton twodifferent  methods using  SupportVector  Machine (SVM),and  the combination  of  SVM  and  BERTas  the  semantic  approach.This  research  also implementsLinguistic  Inquiry Word Count  (LIWC)  asthe  linguistic  feature  for  personality  prediction  system.Theresults  showed  thatcombination  of  these  two  methods achieve  79.35%  accuracyscore  and with  the  implementation  of  LIWC can improvethe accuracy score up to 80.07%.Overall, these results showed thatthecombination of SVM and BERTas the semantic approach with the implementation of LIWCis recommended to gain a better performance for the personality prediction system</text>
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                <text>GhinaDwi Salsabila1, Erwin Budi Setiawan</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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                <text>Telkom University</text>
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                <text>Fajar bagus W</text>
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        <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>
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                <text>Aspect Level Sentiment Analysis on Zoom Cloud Meetings App Review Using LDA</text>
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          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
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                <text>LDA, SVM, review, aspect</text>
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            <name>Description</name>
            <description>An account of the resource</description>
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                <text>During the Covid-19  pandemic,almost  all  community  activities  are  conducted  from  home.Therefore,  video  conference technology is needed for people to carry out their normal activities from home. One of the video conference applications is ZOOM  Cloud  Meetings.  Applications  certainly havebeen  reviewedgiven  by theirusers  as  a  reference  for  new  users  andcompanies of the application to know the application’s performance. However, in reviews, some constraints are the number of reviews as well as irregular. Therefore, a solution is needed with sentiment analysis that aims to classify the reviews of the application to be organized by categorizing positive or negative sentiment. In this study, aspect-based sentiment analysis was conducted on ZOOM Cloud Meetings app reviews from Google Play Store. The analysis’s resultof the review data obtained threeaspects,namely aspects of usability, system, and appearance. The modeling topic used istheLatent Dirichlet Allocation(LDA) method and classification using the Support Vector Machine (SVM). This research resulted in the best performance with the best parametersresulting in the performance accuracy of usability aspect is 88.83%, system aspect with 91.2%, appearance aspect with 94.78%, and performance accuracy of all aspects 91.61%</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
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              <elementText elementTextId="92419">
                <text>Janu Akrama Wardhana1, Yuliant Sibaroni</text>
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            </elementTextContainer>
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          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="92420">
                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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            </elementTextContainer>
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            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="92421">
                <text>Telkom University</text>
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            </elementTextContainer>
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            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="92422">
                <text>20 agustus 2021</text>
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            </elementTextContainer>
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          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="92423">
                <text>Fajar bagus W</text>
              </elementText>
            </elementTextContainer>
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            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="92424">
                <text>PDF</text>
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            </elementTextContainer>
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          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="92425">
                <text>Indonesia</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="92426">
                <text>Text</text>
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        <src>https://repository.horizon.ac.id/files/original/f8f1f359437d4eec315d60b3bff92485.pdf</src>
        <authentication>4e3d11e4011207986b9d442c0dd85f47</authentication>
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          <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>
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            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="92393">
                  <text>VOL 5 NO 4 (2021)</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
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      <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>
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          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
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              <elementText elementTextId="92394">
                <text>PengembanganMetode Autentikasi pada Sistem PresensiBerbasis Aplikasi Mobile</text>
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          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
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              <elementText elementTextId="92395">
                <text>attendance system, MAC address, IP address, BSSID, Wi-Fi</text>
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            </elementTextContainer>
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            <name>Description</name>
            <description>An account of the resource</description>
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                <text>Research has been carried out on a mobile-based presence system authentication method using MAC addresses, BSSID and IP addresses for (Wi-Fi) networks.This study aims to develop an authentication method on the attendancesystem that meets two authentication  requirements,  namely  the  suitability  of  employee  identity and location  suitability, so  that  the  attendance process becomeseasy, effective, fast, and can reduce fraud. The employee's identity can be obtained from the MAC address of the  smartphone  that  has  been  previously  registered,  while  the  employee's  location  during  the  attendance  process  can  be confirmed  to  be  in  the  company  environment  by  checking  the  BSSID  data  and  IP  of  the  Wi-Finetwork  connected  to  the smartphone. The data is then compared with MAC address data from all Wi-Finetworksinstalled in thecompany area. RAD is  used  as  a  development  model  because  it  is  simple  and  fast.  Overall,  employee  identification  and  site  checking  as authentication of the developed system went well.  Other than that, every function on the system works well. Furthermore, the results of the user experience evaluation using the UEQ questionnaire received an average score above 0.8 on 6 scales. This shows that the system has attractiveness, perspicuity, efficiency, dependability, stimulationand novelty</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
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              <elementText elementTextId="92397">
                <text>Komang Sri Utami1, Nyoman Putra Sastra2, Dewa Made Wiharta</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="92398">
                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
              </elementText>
            </elementTextContainer>
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            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="92399">
                <text>Universitas Udayana</text>
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          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
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                <text>20 agustus 2021</text>
              </elementText>
            </elementTextContainer>
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            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="92401">
                <text>Fajar bagus W</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="92402">
                <text>PDF</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="92403">
                <text>Indonesia</text>
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            </elementTextContainer>
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          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
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              <elementText elementTextId="92404">
                <text>Text</text>
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