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                  <text>VOL 5 NO 3 (2021)</text>
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                <text>PerbandinganOptimasi Feature Selection pada Naïve Bayes untuk KlasifikasiKepuasanAirline Passenger</text>
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                <text>Data Mining, Classification, Naïve Bayes, Particle Swarm Optimization, Genetic Algorithm</text>
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                <text>The quality of an airline's services cannot be measured from the company's point of view, but must be seen from the point of view  ofcustomer  satisfaction.  Data  mining  techniques  make  it  possible  to  predict  airline  customer  satisfaction  with  a classification  model.  The Naïve  Bayes algorithm  has  demonstrated  outstanding  classification  accuracy,  but  currently independentassumptions are rarely discussed. Some literature suggests the use of attribute weighting to reduce independentassumptions,  which  can  be  done  using  particle  swarm  optimization  (PSO)  and  genetic  algorithm  (GA)  through  feature selection.  This  study  conducted a  comparison  of  PSO and  GA optimization  on Naïve  Bayes for  the  classification of Airline Passenger  Satisfactiondata  taken  from  www.kaggle.com.  After  testing,  the  best  performance  is  obtained  from  the  model formed,  namely  the  classification  of Airline  Passenger  Satisfactiondata  using  the Naïve  Bayes algorithm  with  PSO optimization, where the accuracy value is 86.13%, the precision value is 87.90%, the recall value is 87.29%, and the value isAUC of 0.923</text>
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                <text>Yoga Religia1, Amal</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>VOL 5 NO 3 (2021)</text>
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                <text>Multi Aspect Sentiment of Beauty Product Reviews using SVM and Semantic Similarity</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>Telkom University</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>Evaluasi Topik Tersembunyi Berdasarkan Aspect Extractionmenggunakan PengembanganLatent Dirichlet Allocation</text>
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                <text>sentiment analysis, aspect, topic, extraction, LDA, evaluation</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>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text>Universitas Brawijaya</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>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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                <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>Fajar bagus W</text>
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                <text>Sistem PemantauKondisi Lingkungan Pertanian Tanaman Pangan dengan NodeMCU ESP8266 dan Raspberry Pi Berbasis IoT</text>
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                <text>precision agriculture, monitoring system, IoT, Node-RED, MQTT</text>
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                <text>The increasing need for food is not in line with the clearing of agricultural land for food crops. So that the effort to increase the  productivity  of  agricultural  products  is  by  applying  precision  agriculture.  However,  in  reality,  precision  agriculture  isdifficult to apply to conventional processes, where farmers come to the farm, collect data, then carry out maintenance. This method  will  make  production  results  not  optimal  because  maintenance  is  not  done  accurately.  This  study  introduces  a monitoring system for environmental conditions based on the Internet of Things (IoT) for agricultural land, where trials are carried out in a greenhouse. The system that has been developed consists of several sensors designed to collect information related to agricultural environmental conditions, including DHT22 sensor (temperature and humidity), DS18B20 sensor (soil temperature), soil moisture sensor (moisture content in the soil), and BH1750 sensor (light intensity). Based on the Message Queuing Telemetry Transport (MQTT) protocol, the data is sent to a gateway (Raspberry Pi) and a local server via a wireless network  to  be  stored  in  a  database.  By  using  the  Node-RED  Dashboard,  the  received  sensor  data  is  then  displayed  on  the browser every time the sensor sends data. Inaddition, the local server also publishes sensor data to the public MQTT broker so that sensor data can be accessed through the MQTT Dashboard application on a smartphone. The results of testing for 25days of the system running obtained an average success of thesystem in storing data of 99.64%</text>
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                <text>Politeknik Negeri Lampung</text>
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                <text>Analisis Perbandingan Algoritma Klasifikasi MLPdan CNNpada DatasetAmerican Sign Language</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> Universitas Surabaya</text>
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                <text>Fajar Bagus w</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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            <description>An entity responsible for making the resource available</description>
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              <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>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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              <elementText elementTextId="92310">
                <text>Universitas Kristen Satya Wacana</text>
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                <text>Fajar bagus W</text>
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                <text>Indonesia</text>
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                <text>Machine Learning, Prediction of Electricity Consumption, Profile Load, Support Vector Machine</text>
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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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                <text>zam Zamhuri Fuadi1, Irsyad Nashirul Haq2, Edi Leksono3</text>
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                <text>https://jurnal.iaii.or.id/index.php/RESTI/issue/view/23</text>
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                <text>Telkom 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>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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                <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>Fajar bagus W</text>
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                <text>Indonesia</text>
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