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                  <text>VOL 5 NO 3 (2021)</text>
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                <text>Adaptive Streaming Server dengan FFMPEG dan Golang</text>
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                <text>Adaptive Streaming, Video Streaming, DASH, FFMPEG, Golang</text>
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                <text>Quality of experience (QoE) when accessing video streaming becomes a challenge in varieties of network bandwidth/speed. Adaptive  streaming  becomes  an  answer  to  gain  good  QoE.  An  architecture  system  of  the  adaptive  streaming  server  with Dynamic Adaptive Streaming over HTTP (DASH) was proposed. The system was consistsof two services e.g transcoding and streaming.  Transcoding  service  encodes  an  audio  file,  multi-bitrates  video  files,  and  manifest.mpd  files.  Streaming  service serves client streaming requests that appropriate to client networkprofiles. The system is built using the Golang programming environment and FFMPEG. Transcoding service has some execution mode(serial and concurrent) and passing mode (1 pass and 2 passes). The transcoding service test results show that concurrent execution is faster 11,5% than the serial execution and transcoding using 1 pass is faster 46,95% than 2 passes but the bitrate of output video lower than the determinate bitrate parameter.  The streaming service has a good QoE. In the 5 scenarios, buffer level=0happens 5 times, and its total duration is 64 seconds. Buffer level=0 happens when extreme changes happen in network speed from fast to too slow</text>
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                <text>David Kristiadi1, Marwiyati2</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text> Sekolah Tinggi Multi Media Yogyakarta</text>
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                <text>20 juni 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 3 (2021)</text>
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                <text>Analisis Perbandingan Algoritma Klasifikasi MLPdan CNNpada DatasetAmerican Sign Language</text>
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                <text>CNN, MLP, ASL, classification</text>
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                <text>People  who  have  hearing  loss  (deafness)  or  speech  impairment  (hearing  impairment)  usuallyuse  sign  language  to communicate. One of the most basic and flexible sign languages is the Alphabet Sign Language to spell out the words you want to pronounce. Sign language uses hand, finger, and face movements to speak the user's thoughts. However, for alphabetical sign language, facial expressions are not used but only gestures or symbols formed using fingers and hands. In fact, there are still many people who don't understand the meaning of sign language. The use of image classification can help people more easily  learn  and  translate  sign  language.  Image  classification  accuracy  is  the  main  problem  in  this  case.  This  research conducted  a  comparison  of  image  classification  algorithms,  namely  Convolutional  Neural  Network  (CNN)  and  Multilayer Perceptron (MLP) to recognize American Sign Language (ASL) except the letters "J" and "Z" because movement is required for both. This is done to see the effect of the convolution and pooling stages on CNN on the resulting accuracy valueand F1 Scorein  the  ASL  dataset.  Based  on  the  comparison,  the  use  of  CNN  which  begins  with Gaussian  Low  Pass  Filteringpreprocessing gets the best accuracy of 96.93%and F1 Score 96.97%</text>
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                <text>Mohammad Farid Naufal1, Sesilia Shania2, Jessica Millenia3, Stefan Axel4, Juan Timothy Soebroto5, Rizka Febrina P.6, Mirella Mercifia7</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text> Universitas Surabaya</text>
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                <text>20 juni 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 3 (2021)</text>
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                <text>AnalisisOptimasi Algoritma Klasifikasi Naive Bayes menggunakanGenetic Algorithm dan Bagging</text>
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                <text>Classification, Bank Marketing, Naïve Bayes, Bagging, Genetic Algotithm</text>
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            <description>An account of the resource</description>
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                <text>he  increasing  demand  for  credit  applications  to  banks  has  motivated  the  banking  world  to  switch  to  more  sophisticated techniques for analyzing the level of credit risk. One technique for analyzing the level of credit risk is the data mining approach. Datamining  provides  a  technique  for  finding  meaningful  information  from  large  amounts  of data by  way  of  classification. However, bank marketing data is a type of imbalance data so that if the classification is done the results are less than optimal. The  classification  algorithm  that  can  be used  for  imbalance  data  types  can  use  naïve  Bayes.  Naïve  Bayes  performs  well  in terms of classification. However, optimization is needed in order to obtain more optimal classification results. Optimizationtechniques in handling imbalance data have been developed with several approaches. Bagging and Genetic Algorithms can be used  to  overcome  imbalance  data.  This  study  aims  to  compare  the  accuracy  level  of  the  naïve  Bayes  algorithm  after optimization  using  the  bagging  and  genetic  algorithm.  The  results  showed  that  the  combination  of  bagging  and  a  genetic algorithm could improve the performance of Naive Bayes by 4.57%</text>
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                <text>Agung Nugroho1, Yoga Religia</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text>Universitas Pelita Bangsa</text>
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                <text>20 juni 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 3 (2021)</text>
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                <text>Deteksi Masker Pencegahan Covid19 MenggunakanConvolutional Neural Network Berbasis Android</text>
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                <text>Convolutional Neural Network, Mask, covid19</text>
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                <text>Masks  are  an  important  part  of  preventing  Covid19disease.TheWorld  Health  Organization  (WHO)  have  also recommended  the community use masks when doing activities in public areas. There are many types of masks that are used to cover the nose and mouth. In general, there are about 3 types of masks that are commonly used by the public today, namely medical masks, N95 and cloth masks. This study aims to detect the type of mask used by the community. So that it can make easier for the government to apply discipline in COVID-19 health protocol.The detection  method  used in  this  study  is  a  convolutional  neural  network  (CNN).  The  first  step  is  acquisition  of knowledge, which first collects the types of masks on the market, followed by the representation of that knowledge before  being  modeled  into  a  mathematical  calculation formula,  which  will  then  be  processed  using  the Convolutional Neural Network method. The system will be carried out by analyzing the recall value, its precision and accuracy.Testing process is carried out on an Android-based device  and the mobilenetV2 framework. In this study, the accuracy value is 90%using ADAM Optimization and 80 % using Gradient descent optimization</text>
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            <description>An entity primarily responsible for making the resource</description>
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                <text>Nyoman Purnama1, Putu Kusuma Negara2</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text>STMIK PRIMAKARA</text>
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                <text>26 juni 2021</text>
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                <text>Fajar bagus W</text>
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                <text>Indonesia</text>
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                <text>Evaluasi Topik Tersembunyi Berdasarkan Aspect Extractionmenggunakan PengembanganLatent Dirichlet Allocation</text>
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                <text>Recently, Sentiment Analysis is used forexpression detection of products or services. Sentiment Analysis is one categorytypewith a level of aspect focusedon extracting productaspects. One of the common methods used for aspect extraction is Latent Dirichlet Allocation (LDA) usingrandom topic identification, but this method has not been able to find an acceptable topic with  some aspects  havingbeen  found.  Undeterminable  topics  arereferred  to  as  the  hidden  topics. This  studypurposeis to evaluateand comparethe suitability of identifying hidden topics between human and computer evaluation. The study is also focused on aspect extraction using a variety of LDA innovations.The data used in this study used case studies on e-Commerce. Data were processed using feature selection and grouped using LDA development.Then the dataresultsare processed using Latent  Topic  Identification  basedonsubjective  and  objective  evaluations.  The  identification  of  hidden  topicresultswasevaluated  using several  semantic  and  lexicon  tests.The  evaluation  results  indicate  the  comparisonoftwo  hidden  topic identification  assessmentvaluesis  quite  relevant  with  the  average  difference  in  value  reaching  6%.  As  a  result,  computer calculations assist humans in determining topics if each topic has a low coherence value</text>
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                <text>Dinda Adimanggala1, Fitra A. Bachtiar2, Eko Setiawan3</text>
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                <text>Universitas Brawijaya</text>
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                <text>Identifikasi Level Pengelolaan Tata Kelola SIPERUMKIM Kota Salatiga berdasarkanCOBIT 2019</text>
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                <text>COBIT 2019, Design Factor, IT Governance, Capability Level, Gap</text>
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                <text>SIPERUMKIM  is  the  digitization  process  of  public  service  licensing  recommendations  for  housing  implementation.  The utilization  of  information  technology  governance  is  used  to  facilitate  monitoring  and  evaluating  the  performance  of SIPERUMKIM  information  technology  which  has  been  implemented  in  Housing  and  Settlement  Area in  Salatiga  city. Information technology governance is a process that can manage investment decisions related to information technology within the company to achieve goals and meet company needs. The use of COBIT 2019 analysis in information technology governance aims to help organizations achieve risk optimization, governance, and information technology management. The results of this study  are  in  the  design  form  of  corporate  information  technology  governance  and  knowing  the  important  process recommendations  for  the  Department  of  Housing  and  Settlement  of  the  City  of  Salatiga.Thesethree important  process recommendations areAPO12, DSS02, and DSS03</text>
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                <text>Adila Safitri1, Imam Syafii2,Kusworo Adi</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text> Universitas Diponegoro</text>
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                <text>20 Juni 2021</text>
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                <text>Fajar bagus W</text>
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              <elementText elementTextId="92237">
                <text>Indonesia</text>
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                <text>Implementasi Teknologi BlockchainProof of WorkPada Penelusuran Supply ChainProdukKomputer</text>
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                <text>blockchain, product, supply chain, proof of work, computer</text>
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                <text>In recent times, the supply chain has developed into a large ecosystem. Various products moving from party to party require cooperation  between  stakeholders  in  managing  the  data  generated.  The problem  is  that  every  company  has  its  own transaction  records  that  can  be  inconsistent  and  their  storage  is  centralized  and  not  integrated  between  companies.  This makes  transaction  records  easy  to  falsify.  Efficient  data  management  is  needed  from  the  producer  to  the  store  so  that consumers  can  trust  the  product.  Therefore,  the  authors  designed  a  product  tracking  system  using blockchainby implementing proof of work (PoW) as the consensus algorithm, SHA-3 256 as data security, Mongo database as cloud-based data storage and QR Code as the output. As a result, transaction data from producers, distributors to retail stores are storedcompletely  in  MongoDB  which  is  a  cloud-based  database,  then  the  resulting  QR  Code  can  be  used  to  view  details  of producers, distributors to retail stores that sell them. The simulation and trial results show the product tracing system design is successful as expected.</text>
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                <text>Annisya1, Emy Haryatmi2</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="92255">
                <text>Universitas Gunadarma</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 juni 2021</text>
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            <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>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
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              <elementText elementTextId="92259">
                <text>Indonesia</text>
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                  <text>VOL 5 NO 3 (2021)</text>
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                <text>Kriptografi Audio MP3 Menggunakan RSA dan Transposisi Kolom</text>
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                <text>MP3, RSA, transposition, cryptography</text>
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                <text>Mp3 is one form of audio file extension that is widely used today. With a variety of uses in a variety of mp3 systems become one of the audio extensions that are commonly found in technology systems of the Internet of Thingsera. However, with the many uses of the .mp3 file extension, there is a new problem, namely the security of the data itself. From these problems, the author aims to examine the security of the mp3 file by designing cryptographic science-based applications. The cryptographic algorithm  used  in  the  application  is  a  combination  of  the  asymmetric  RSA  2048  algorithm  and  symmetric  columnic transpositions. RSA 2048 algorithm was chosen because it has a keylength in accordance with NIST standards in securing data.By combining the two algorithms, the application system will have the ability to manage mp3 files and encrypt mp3 files with the results of data that cannot be played like mp3 files in general. This application system will be developed by prototype methodwhich is the best method in developing a system with trial and error in algorithm developmen</text>
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                <text>Cinantya Paramita1, Usman Sudibyo</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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            <elementTextContainer>
              <elementText elementTextId="92321">
                <text>Universitas Dian Nuswantoro</text>
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                <text>20 juni 2021</text>
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                <text>Fajar bagus W</text>
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                <text> support vector machine, semantic similarity,TF-IDF</text>
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                <text>Beauty products are an important requirement for people, especially women. But, not all beauty products give the expected results. A review in the form of opinion can help the consumers to know the overview of the product. The reviews were analyzed using a multi-aspect-based approach to determine the aspects of the beauty category based on the reviews written on femaledaily.com. First, the review goes through the preprocessing stage to make it easier to  be  processed,  and  then  it  used  the  Support  Vector  Machine  (SVM)  method  with  the  addition  of Semantic Similarityand TF-IDF weighting. From the test result using semantic, get an accuracy of 93% on the price aspect, 92% on the packaging aspect, and 86% on the scent aspect.</text>
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                <text>rbah Salsabila1, Yuliant Sibaroni2</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text>Fajar bagus W</text>
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                  <text>VOL 5 NO 3 (2021)</text>
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                <text>Optimalisasi Penyaluran Bantuan Pemerintah Untuk UMKM Menggunakan Metode Fuzzy C-Means</text>
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                <text>Clustering, Data Mining, Fuzzy C-Means, MSMEs</text>
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                <text>ndonesian  MSMEs  were  very  seriously  affected  by  the  Covid-19  pandemic,  which  caused  the  Indonesian  economy hasexperienced deceleration. The Indonesian government has taken several steps to keep economic activity running, such as direct cash assistance for micro-scale businesses but is havingproblems in obtaining real data so that assistance is not on target, the clustering method using Fuzzy C-Means (FCM) is used for grouping MSME data. FCM allows the data to be a member of all clusters in which each cluster has a membership degree value of 0-1. The data used is from the website of the Sleman Regency Cooperatives and SME Service.FCM classifies MSME data based on the attributes of revenue, assets and number of workers. This research resulted in grouping MSME data into 3 priority levels for MSMEs in obtaining assistance, namely high priority, medium  priority,  and  low  priority.  The  results of  this  study  show  that  the  number  of  MSMEs  with  high  priority  is  23,023 MSMEs, medium priority is 9,774 MSMEs and low priority is 3,159 MSMEs. The validation test of the FCM method uses the Partition Coefficient Index (PCI) which has a value of 0.826 which means that value good because it is close to 1.</text>
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                <text>Anggara Cahya Putra1, Kristoko Dwi Hartomo</text>
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                <text>Universitas Kristen Satya Wacana</text>
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