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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>Fajar bagus W</text>
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                <text>Indonesia</text>
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                <text>Identifikasi Level Pengelolaan Tata Kelola SIPERUMKIM Kota Salatiga berdasarkanCOBIT 2019</text>
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          <element elementId="49">
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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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            <name>Source</name>
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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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                <text>Indonesia</text>
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                  <text>VOL 5 NO 3 (2021)</text>
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                <text>Predicting The Number of Tourists Based on Backpropagation Algorithm</text>
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            <name>Subject</name>
            <description>The topic of the resource</description>
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                <text>Artificial Neural Networks, BackpropagationAlgorithm, Prediction, Tourist</text>
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            <name>Description</name>
            <description>An account of the resource</description>
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                <text>The number of tourists always fluctuates every month, as happened in Kaliadem Merapi, Sleman. The purpose of this research is to develop a prediction system for the number of tourists based on artificial neural networks. This study uses an artificial neural network for data processing methods with the backpropagation algorithm. This study carried out two processes, namely the training process and the testing process with stages consisting of: (1) Collecting input and target data, (2) Normalizinginput and target data, (3) Creating artificial neural network architecture by utilizing GUI (Graphical UserInterface)Matlabfacilities. (4) Conducting training and testing processes, (5) Normalizing predictive data, (6) Analysis of predictive data. In the  data  analysis,  the  MSE  (Mean  Squared  Error)  value  in  the  training  process  is  0.0091528  and  in  the  testingprocess  is0.0051424. Besides, the validity value of predictive accuracy in the testing process is around 91.32%. The resulting MSE (Mean Squared Error) value is relatively small,and the validity value of prediction accuracy is relatively high, so this system can be used to predict the number of tourists in Kaliadem Merapi, Sleman</text>
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                <text>Dwi Marlina1, Fatchul Arifin2</text>
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            <description>A related resource from which the described resource is derived</description>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text>Yogyakarta State University</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>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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            <description>An entity primarily responsible for making the resource</description>
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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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                <text>Universitas Gunadarma</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>Prediksi Indeks BEI dengan EnsembleConvolutional Neural Networkdan Long Short-Term Memory</text>
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                <text>he  Indonesian  Stock  Exchange  (IDX)  stock  market  index isone  of  the  main  indicators  commonly  used  as  a  reference  for national economic conditions. The value of the stock market index is often being used by investment companies and individual investors to help making investment decisions. Therefore, the ability to predict the stock market index value is a critical need. In the fields of statistics and probability theory as well as machine learning, various methods have been developed to predict the value of the stock market index with a good accuracy. However, previous research results have found that no one method is  superior  to  other  methods.  Thisstudy  proposes  an  ensemble  model  based  on  deep  learning  architecture,  namely Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM), called the CNN-LSTM. To be able to predict financial time series data, CNN-LSTM takes feature from CNN for extraction of important features from time series data, which are then integrated with LSTM feature that is reliable in processing time series data. Resultsof experiments on the proposed CNN-LSTM  model  confirm  that  the  hybrid  model  effectively  provides  better predictive  accuracy  than  the  stand-alone  time series data forecasting models, such as CNN and LSTM</text>
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                <text>Harya Widiputra1, Adele Mailangkay2, Elliana Gautama</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text>Perbanas Institute</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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            <description>A name given to the resource</description>
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                <text>Penentuan Klaster Koridor TransJakartadengan Metode Majority Voting pada Algoritma Data Mining</text>
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                <text>covid-19, transjakarta, clustering, davies bouldin index, majority voting</text>
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                <text>The Covid-19 pandemic has made many changes in the patterns of community activity. Large-Scale Social Restrictions were implemented to reduce the number of transmission of the virus. This clearly affects the mode of transportation. The mode of transportation makes new regulations to reduce the number of passenger capacities in each fleet, for example, TransJakarta services.  This  study  will  categorize  the  TransJakarta  corridors  before  and  during  the  Covid-19  pandemic.  The  clustering method  of  K-Means  and  K-Medoids  is  used  to  obtain  accurate  calculation  results.  The  calculations  are  performed  using Microsoft  Excel,  Rapid  Miner,  and  Python  programming  language.  The  clustering  results  obtained  that  using  K-Means algorithm before Covid-19 pandemic, an optimum number of clusters is 3 clusters with DBI (Davies Bouldin Index) value is 0.184, and during Covid-19 pandemic, the optimum number of clusters is 2 clusters with DBI value is 0.188. Meanwhile, when using the K-Medoids algorithm before the Covid-19 pandemic, an optimum number of clusters is 3 clusters with the DBI value is 0.200, and during the Covid-19 pandemic, an optimum number of clusters is 4 clusters with the DBI value is 0.190. The final cluster is determined using the majority voting approach from all the tools used.</text>
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                <text>Arief Wibowo1, Moh Makruf2,Inge Virdyna3,Farah Chikita Venna4</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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              <elementText elementTextId="92277">
                <text> Universitas Budi Luhur</text>
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                <text>26 juni 2021</text>
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                <text>Fajar bagus W</text>
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              <elementText elementTextId="92281">
                <text>Indonesia</text>
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                  <text>VOL 5 NO 3 (2021)</text>
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            <description>A name given to the resource</description>
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                <text>Deteksi Masker Pencegahan Covid19 MenggunakanConvolutional Neural Network Berbasis Android</text>
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          <element elementId="49">
            <name>Subject</name>
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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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                <text>Nyoman Purnama1, Putu Kusuma Negara2</text>
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            <description>A related resource from which the described resource is derived</description>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
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                <text>STMIK PRIMAKARA</text>
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            <name>Date</name>
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                <text>26 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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                <text>Indonesia</text>
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                  <text>VOL 5 NO 3 (2021)</text>
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                <text>Support Vector Machine to Predict Electricity Consumption in the Energy Management Laboratory</text>
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          <element elementId="49">
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                <text>Machine Learning, Prediction of Electricity Consumption, Profile Load, Support Vector Machine</text>
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            <description>An account of the resource</description>
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                <text>Predicted electricity consumption is needed to perform energy management. Electricity consumption prediction is also  very  important  in  the  development  of  intelligent  power  grids  and  advanced  electrification  network information. we implement a Support Vector Machine (SVM) to predict electrical loads and results compared to measurable  electrical  loads.  Laboratory  electrical  loads  have  their  own  characteristics  when  compared  to residential, commercial, or industrial, we use electrical load data in energy management laboratories to be used to be predicted. C and Gamma as searchable parameters use GridSearchCV to get optimal SVM input parameters. Our prediction data is compared to measurement data and is searched for accuracy based on RMSE (Root Square Mean  Error),  MAE  (Mean  Absolute  Error)  and  MSE  (Mean  Squared  Error)  values.  Based  on  this  we  get  the optimalparameter values C 1e6and Gamma 2.97e-07, with the result RSME (Root Square Mean Error) ; 0.37, MAE (meaning absolute error); 0.21 and MSE (Mean Squared Error); 0.14</text>
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            <description>An entity primarily responsible for making the resource</description>
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                <text>zam Zamhuri Fuadi1, Irsyad Nashirul Haq2, Edi Leksono3</text>
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            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
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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>
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                <text>Telkom University</text>
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            <name>Date</name>
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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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                <text>Indonesia</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>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text>Universitas Kristen Satya Wacana</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>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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                <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>Indonesia</text>
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