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                  <text>VOL 5 NO 4 (2021)</text>
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                <text>Algoritma Multinomial NaïveBayesUntuk Klasifikasi Sentimen PemerintahTerhadap PenangananCovid-19 Menggunakan DataTwitter</text>
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                <text>opinion, sentiment, twitter, covid-19, multinomial naïve bayes</text>
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                <text>Currently, the spread of information Covid-19 is spreading rapidly. Not only through electronic media, but this information is also disseminated by user posts on social media. Due to the user text posted is varies greatly, it’sneeds a special approach to classify these types of posts. This research aims to classify the public sentiment towards the handling of COVID-19.The data from this study were obtained from the social media application i.e., Twitter. This study uses a derivative of the Naïve Bayes algorithm, namely Multinomial Nave Bayes to optimize the classification results.  Three class labels are used to classify public sentiment namely positive, negative, and neutral sentiments. The stage starts with text preprocessing; cleaning, case folding, tokenization, filtering and stemming. Then proceed with weighting using the TF-IDF approach. To evaluate the classification results, data is tested using confusion matrix by testing accuracy, precision, and recall. From the test results, it is foundthat the weighted average for precision, recall and accuracy is 74%. Research shows that the accuracy of the proposed method has fair classification levels</text>
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                <text>Yuyun1, Nurul Hidayah2,Supriadi Sahibu3</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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                <text> STMIK Handayani Makassar</text>
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                <text>30 agustus 2021</text>
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                <text>Fajar bagus W</text>
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                <text>Indonesia</text>
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                  <text>VOL 5 NO 4 (2021)</text>
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                <text>Analisis Akun Twitter Berpengaruh terkait Covid-19 menggunakan Social Network Analysis</text>
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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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                <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>VOL 5 NO 4 (2021)</text>
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                <text>Analisis Dampak Perubahan Artefak Kebutuhan Berdasarkan Kedekatan Semantik PadaPengembangan XP</text>
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                <text>XP, traceability link, TF-IDF, semantic proximity, natural language processing</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>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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                <text> Institut Teknologi Sepuluh Nopember</text>
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            <name>Date</name>
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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>Aspect Level Sentiment Analysis on Zoom Cloud Meetings App Review Using LDA</text>
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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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                <text>Janu Akrama Wardhana1, Yuliant Sibaroni</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>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>Implementasi Convolutional Neural NetworkUntuk Deteksi NyeriBayi Melalui Citra Wajah Dengan YOLO</text>
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                <text>NVDIA Jetson Nano Developer Kit, Pain, Baby, YOLO, PyTorch, CNN, Facial Expresion</text>
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                <text>Pain in a baby is difficult to detect is because the method for detecting pain is self-reporting even though babies themselves still cannot describe the pain verbally, then by observing changes in behavior in the form of facial expressions. Statistically, it is also recorded that about 80% of the world's population pays less attention to pain assessment, especially for children, even though  this pain  gives  children  a  bad  experience  so that  it  can  interfere  with  pain  responses  in  the  future or  psychological trauma. Based on these problems, a prototype system was made using the NVIDIA Jetson Nano Developer kit to help detect pain, especially in infants 0-12 months by using the Convolutional Neural Network (CNN) model with the PyTorch framework and the You Only Look Once (YOLO) algorithm with three detection classification is sad, neutral and sick. From the results ofthe study, it was found that the YOLO algorithm was able to detect the three classifications with mAP@0.5value of sad 97,9%, neutral 99,2%, pain 96,9%,  model  accuracy 70%. The  result of  random  check  and  the  data  from Puskesam  Imogiri 1  have accuracy value 90%</text>
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                <text>Tomy Abuzairi1, Nurdina Widanti2, Arie Kusumaningrum3, Yeni Rustina</text>
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                <text>Universitas Indonesia</text>
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                <text>Fajar bagus W</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>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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              <elementText elementTextId="92498">
                <text>Universitas Widyagama Malang</text>
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                <text>20 agustus 2021</text>
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                <text>Fajar bagus W</text>
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              <elementText elementTextId="92502">
                <text>Indonesia</text>
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                  <text>VOL 5 NO 4 (2021)</text>
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                <text>lasifikasi Citra Daging Menggunakan DeepLearningdengan Optimisasi Hard Voting</text>
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          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
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                <text>Deep Leaning, Ensemble Learning, Image Recognition, Transfer Learning</text>
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            <description>An account of the resource</description>
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                <text>Meat is a staple food for some Indonesian people, apart from the taste, meat also contains vitamins and minerals that are good for the human body, however, not all meat can be consumed by the Indonesian people. the texture and color of beef, pork and mutton have similarities and tend tobe similar, therefore a system is needed to recognize the three types of meat. In this study, the  authors  use  various  types  of  Deep  Learning  architecture  such  as  Resnet-50,  VGG-16,  VGG-19  and  Densenet-121  with Hard Voting to improve the performance of Deep Learning in recognizing the three types of meat. The results show that Resnet-50 with Hard Voting can outperform Deep Learning Resnet-50, VGG-16, VGG-19 and Densenet-121-with f1 score 98.88%, precision 98.89% and recall 98.88%. in image classification of pork, beef and mutton</text>
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            <description>An entity primarily responsible for making the resource</description>
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                <text>Made Bramasta Vikana Putra1, I Putu Agung Bayupati2, Dewa Made Sri Arsa</text>
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              <elementText elementTextId="92453">
                <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="92454">
                <text>Universitas Udayana</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>
            <elementTextContainer>
              <elementText elementTextId="92455">
                <text>20 agustus 2021</text>
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            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="92456">
                <text>Fajar Bagus W</text>
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            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
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              <elementText elementTextId="92457">
                <text>PDF</text>
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          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="92458">
                <text>Indonesia</text>
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                  <text>VOL 5 NO 4 (2021)</text>
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                <text>mplementasi Sistem Otentikasi Dokumen Berbasis Quick Response(QR) Codedan Digital Signature</text>
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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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                <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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                <text>Antika Lorien1, Theophilus Wellem2</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/24</text>
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              <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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                <text>Fajar bagus W</text>
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            <description>The file format, physical medium, or dimensions of the resource</description>
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                <text>Indonesia</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>VOL 5 NO 4 (2021)</text>
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                <text>PengembanganMetode Autentikasi pada Sistem PresensiBerbasis Aplikasi Mobile</text>
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                <text>attendance system, MAC address, IP address, BSSID, Wi-Fi</text>
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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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                <text>Komang Sri Utami1, Nyoman Putra Sastra2, Dewa Made Wiharta</text>
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                <text>Universitas Udayana</text>
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                <text>Fajar bagus W</text>
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                <text>Indonesia</text>
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