Adhe Akram Azhari, Yuliant Sibaroni, Sri Suryani Prasetiyowati
{"title":"Detection of Indonesian Hate Speech in the Comments Column of Indone-sian Artists' Instagram Using the RoBERTa Method","authors":"Adhe Akram Azhari, Yuliant Sibaroni, Sri Suryani Prasetiyowati","doi":"10.29100/jipi.v8i3.3898","DOIUrl":"https://doi.org/10.29100/jipi.v8i3.3898","url":null,"abstract":"This study detects hate speech comments from Instagram post comments where the method used is RoBERTa. Roberta's model was chosen based on the consideration that this model has a high level of accuracy in classifying text in English compared to other models, and possibly has good potential in detecting Indonesian as used in this research. There are two test scenarios namely full-preprocessing and non full-preprocessing where the experimental results show that non full-preprocessing has an average value of accuracy higher than full-preprocessing, and the average value of non full-preprocessing accuracy is 85.09%. Full-preprocessing includes several preprocessing stages, namely cleansing, case folding, normalization, tokenization, and stemming. While non full-preprocessing includes all processes in preprocessing except the stemming process. This shows that RoBERTa predicts comments well when not using full-preprocessing.","PeriodicalId":32696,"journal":{"name":"JIPI Jurnal IPA dan Pembelajaran IPA","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136241103","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Silmy Sephia Nurashila, Faqih Hamami, Tien Fabrianti Kusumasari
{"title":"PERBANDINGAN KINERJA ALGORITMA RECURRENT NEURAL NETWORK (RNN) DAN LONG SHORT-TERM MEMORY (LSTM): STUDI KASUS PREDIKSI KEMACETAN LALU LINTAS JARINGAN PT XYZ","authors":"Silmy Sephia Nurashila, Faqih Hamami, Tien Fabrianti Kusumasari","doi":"10.29100/jipi.v8i3.3961","DOIUrl":"https://doi.org/10.29100/jipi.v8i3.3961","url":null,"abstract":"Peningkatan perkembangan teknologi sebanding dengan peningkatan penggunaan internet. Kualitas jaringan internet di Indonesia yang masih rendah dengan peningkatan penggunaan jaringan yang terus bertambah menyebabkan kemungkinan terjadinya kemacetan jaringan lebih tinggi. Penggunaan internet yang tinggi menyebabkan seringkali terjadi kemacetan jaringan yang menyebabkan penurunan kualitas dan performa jaringan. Pada penelitian ini akan dilakukan prediksi lalu lintas jaringan. Terdapat beberapa model algoritma yang dapat digunakan untuk melakukan prediksi dan penelitian ini akan dibahas mengenai perbandingan performa dari model Long Short-Term Memory (LSTM) dan Recurrent Neural Network (RNN). Dari hasil perbadingan diperoleh bahwa LSTM memiliki nilai yang lebih tinggi dalam performa dengan mendapatkan nilai akurasi R-Squard sebesar 99.2% jika debandingkan dengan model dengan algoritma RNN yang memiliki nilai akurasi R-Squard sebesar 99,1%. Manfaat dari penelitian ini yaitu untuk menguji performa dari model LSTM dan RNN terhadap dataset PT XYZ. Penelitian ini diharapkan dapat memberikan referensi kepada pengembang model Deep Learning untuk pengembangan kedepannya agar mendapatkan hasil yang lebih baik.","PeriodicalId":32696,"journal":{"name":"JIPI Jurnal IPA dan Pembelajaran IPA","volume":"178 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136241105","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"ANALISIS SENTIMEN MASYARAKAT TERHADAP DATA TWEET TRAVELOKA SELAMA RAPID TEST ANTIGEN MENGGUNAKAN ALGORITMA NAÏVE BAYES","authors":"Fenny Novianti, Kiky Rizky Nova Wardani","doi":"10.29100/jipi.v8i3.3973","DOIUrl":"https://doi.org/10.29100/jipi.v8i3.3973","url":null,"abstract":"Traveloka melalui akun twitter selama pandemi, banyak mengeluarkan pendapat berupa komentar-komentar tentang syarat untuk melakukan setiap perjalanan baik di luar maupun di dalam negeri yaitu surat dari hasil rapid test antigen maupun PCR dengan dinyatakan negatif Covid-19. Rumusan masalah dari penelitian ini adalah bagaimana cara mendapatkan data analisis sentimen dari media sosial Twitter pada data tweet Traveloka selama rapid test antigen dengan algoritma naïve bayes . Penelitian ini merupakan penelitian kuantitatif dengan metode yang digunakan dalam penelitian ini adalah analisis sentimen masyarakat terhadap data tweet Traveloka selama rapid test antigen berdasarkan dari opini masyarakat atau netizen pada Twitter. Sementara itu, analisis pada penelitian ini menggunakan Naïve Bayes . Dalam melakukan pengukuran pada analisis sentimen didapatkan hasil dari pembobotan TF-IDF serta hasil akurasi algoritma Naïve Bayes sebesar 75% dengan membagi data training dan data testing dengan rasio 80:20 serta mendapatkan nilai recall sebesar 67%, nilai precision sebesar 86% dan nilai f1-score sebesar 76%.","PeriodicalId":32696,"journal":{"name":"JIPI Jurnal IPA dan Pembelajaran IPA","volume":"172 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136241107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"IMPLEMENTASI APLIKASI PEMBAYARAN BERBASIS WEB DI YAYASAN ISLAM AL-AZHAR SRIWIJAYA","authors":"Ike Sapitri, Afriyudi Afriyudi","doi":"10.29100/jipi.v8i3.3948","DOIUrl":"https://doi.org/10.29100/jipi.v8i3.3948","url":null,"abstract":"Yayasan Islam Al–azhar Sriwijaya adalah sebuah Lembaga Pendidikan swasta yang masih menggunakan pembayaran seragam dan antar jemput dengan menggunakan aplikasi konvensional atau tunai yaitu dengan menggunakan aplikasi microsoft exel atau belum terkomputerisasi dengan baik. Penggunaan metode ini mengakibatkan seringnya terjadi kesala-han dalam pengelolaan data seperti salah memasukan nominal pembayaran, nama siswa, tanggal pembayaran, hal ini dikarena terlalu banyak data yang harus di masukkan secara manual. Permasalahan yang lain timbul dari kesalahan sebelumnya ada-lah ketika membuat laporan, hasil laporan menjadi tidak valid dan akurat. Permasalahan inilah yang melatar belakangi pembu-atan aplikasi pembayaran berbasis web mobile ini. Aplikasi ini dirancang menggunakan metode object oriented hypermedia de-sign method (OOHDM). Pada metode OOHDM terdapat empat fase yaitu domain analysis, navigational design, abstract inter-face design and implementasi. Pengembangan aplikasi yang telah dilakukan mengahasilkan perancangan aplikasi yang terdiri dari desain navigasi, desain database, desain antarmuka (input dan output). Selanjutnya hasil akhir dari aplikasi ini berupa aplikasi web mobile yang di hosting di https://alazharsriwijaya.my.id. Akhirnya dilakukan proses uji coba Dengan metode blackbox testing. Hasil uji coba menunjukan bahwa seluruh fungsional dari aplikasi berjalan seperti yang di-harapkan. Hasil dari pengujian dengan metode System Usability Scale (SUS), didapat nilai rata-rata 74,17, yang berarti secara usa-bility pengujian tersebut dapat diterima (acceptable).","PeriodicalId":32696,"journal":{"name":"JIPI Jurnal IPA dan Pembelajaran IPA","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136241231","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"EFEKTIVITAS RIGGING PADA ASET KARAKTER ANIMASI 3D","authors":"Herin Dwibima Aprianto, M. Suyanto, Agus Purwanto","doi":"10.29100/jipi.v8i3.3988","DOIUrl":"https://doi.org/10.29100/jipi.v8i3.3988","url":null,"abstract":"Film animasi dan game saat ini banyak diminati oleh segala usia baik anak kecil hingga dewasa, mulai dari game konsol, game dengan segala genre hingga game PC atau mobile game. Film animasi juga demikian dari series hingga layer lebar. Asset animasi dan game merupakan hal yang penting untuk membuat game karena tanpa karakter atau environment maka game akan sulit dipahami jalan ceritanya. Developer game akan membuat satu karakter utama supaya user atau pemain dapat merasakan berada didalam game dan bisa memainkannya dengan imajinasi sesuai dengan persepsi pembuatnya. Salah satu yang penting adalah karakter game untuk melakukan suatu tindskan atau misi yang dimainkan oleh user. Demikian pula dengan asset karakter pada animasi. Karakter inilah akan luwes dengan menggunakan rigging. Rigging merupakan tulang utama untuk karakter yang kemudian akan ditempelkan pada baju atau kulitnya dengan tahapan skinning, Tahapan ini akan membuat karakter bisa melakukan segala sesuatunya dan terlihat realistus. Rigging merupakan proses penting agar penggerakan animasi atau asset ini berjalan lebih ce pat dan menghemat waktu. Tidak hanya untuk game, rigging juga dirasa penting untuk animasi karena dengan rigging prinsip-prinsip animasi dapat dijalankan dengan baik.","PeriodicalId":32696,"journal":{"name":"JIPI Jurnal IPA dan Pembelajaran IPA","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136241237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Improving the Students’ Ability in Reading Comprehension on Narrative Text through Keyword Method at the Tenth Grade of SMK Negeri 1 Sogae’adu in 2022/2023","authors":"Masdefira Laia, Elwin Piarawan Zebua, Adieli Laoli, Hidayati Daeli","doi":"10.62775/edukasia.v4i2.481","DOIUrl":"https://doi.org/10.62775/edukasia.v4i2.481","url":null,"abstract":"Reading comprehension is the ability of understanding the text, like find the information, messages, or idea from the author. Therefore, it is very important for students to master reading comprehension skills, especially in narrative text. In fact, students at SMK Negeri 1 Sogae'adu experienced problems in understanding narrative text. There were several problems faced by students in reading comprehension: The students were not able to determine the main idea, the students were not able to locate the generic structure of narrative text, the students were not able to recognize or predict the important and unimportant content of the text, and the students were lacked of vocabulary. Concerning these problems, this study aimed to solve students' problems and improve students' ability in reading comprehension through the use of the Keyword Method. This research was carried out using a Classroom Action Research (CAR) design. This research was conducted in two cycles consisting of two meetings in each cycle. There were 4 procedures carried out, namely: Planning, Action, Observation, Reflection. In cycle I, there were 24 students who did not achieved MCC; the average student score was 61.76. The highest score was 87 and the lowest score was 20. Meanwhile, in cycle II, the average score was 87.7, the highest score was 100 and the minimum score was 75, where all students succeeded in achieving the MCC. From the results of this study, it could be concluded that the Keyword Method solves students' problems in reading comprehension and improved students' reading comprehension skills in narrative text.","PeriodicalId":32696,"journal":{"name":"JIPI Jurnal IPA dan Pembelajaran IPA","volume":"4 2","pages":"1611-1618"},"PeriodicalIF":0.0,"publicationDate":"2023-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://jurnaledukasia.org/index.php/edukasia/article/download/481/359","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147912504","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Arie Gunawan, Endah Tri Esti Handayani, Olipa Sarta Matilda Purba
{"title":"PENGEMBANGAN SISTEM INFORMASI APLIKASI PUSKESMAS UNTUK MENGETAHUI KECUKUPAN GIZI IBU HAMIL DAN MENYUSUI","authors":"Arie Gunawan, Endah Tri Esti Handayani, Olipa Sarta Matilda Purba","doi":"10.29100/jipi.v8i2.3650","DOIUrl":"https://doi.org/10.29100/jipi.v8i2.3650","url":null,"abstract":"Kemudahan penyampaian dan mendapatkan informasi di era kemajuan teknologi saat ini dituntut untuk bisa merespon cepat atas informasi apa yang ingin diketahuinya. Para pengguna internet pun sudah semakin banyak dengan berbagai pilihan piranti yang digunakannya. Sebagian besar masyarakat merasa nyaman melakukan transaksi ataupun sekedar mencari informasi melalui internet. Cukup dengan memiliki quota dan membuka browser pada handphone, seakan kita dapat melakukan berbagai macam kegiatan tanpa harus merasa kelelahan, membuang waktu terhadap satu kegiatan ter-tentu ataupun biaya tak terduga jika kita melakukannya secara manual misal dalam mencari barang ataupun informasi yang kita inginkan. Hal tersebut tentu merupakan sarana yang baik untuk mengenalkan ataupun mencari informasi dalam memantau atau memonitoring masyarakat, terutama para ibu hamil yang sudah terdaftar pada Pusat Kesehatan Masyara-kat (Puskesmas) sebagai pasien diwilayahnya. Namun, ada keterbatasan yang disediakan oleh sistem puskesmas yang ada, yaitu tidak bisa memantau kecukupan gizi ibu hamil dan menyusui sehingga masih dilakukan secara manual. Penelitian ini bertujuan untuk membuat sistem informasi asplikasi puskesmas yang memudahkan ibu hamil dan menyusui dalam melihat perkembangan setiap bulannya. Metode pengembangan perangkat lunak yang digunakaan dalam penelitian ini adalah metode spiral yang merupakan gabungan dari metode prototype dan waterfall","PeriodicalId":32696,"journal":{"name":"JIPI Jurnal IPA dan Pembelajaran IPA","volume":"231 1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82680236","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Effect of the Problem Based Learning using STEM Approach on Higher Order Thinking Skills and Learning Activities in Junior High School Students","authors":"Alfina Dwi Wahyuningtyas, P. Putra, U. Nuha","doi":"10.24815/jipi.v7i2.30196","DOIUrl":"https://doi.org/10.24815/jipi.v7i2.30196","url":null,"abstract":"Higher-order thinking skills (HOTS) are one of the skills that must be possessed by students in facing the demands of the 21st century. However, Indonesian students' HOTS currently tends to be low. The purpose of this study was to determine the effect of the PBL using STEM approach on students’ HOTS and learning activities. The sample of this study was 48 Junior High students who separated in two clases (experiment and control group). All the students were of 8th grade in SMPN 2 Ajung with a non-equivalent control group design. HOTS data was obtained by giving a pretest and posttest with 10 multiple choice questions. Furthermore, the learning activities was observed via activies observation protocol during the learning process. The application of the PBL using STEM approach was quite effective in the experimental class with a posttest average of 85. This was confirmed by the paired sample test of 0.001 0.05 which could be concluded that the PBL uisng STEM approach had a significant effect on HOTS and learning activities. This finding is an alternative integrative model innovation between PBL and STEM based on students' skill levels","PeriodicalId":32696,"journal":{"name":"JIPI Jurnal IPA dan Pembelajaran IPA","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88357355","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Muhammad Radhi Zakaria, Nazli Ismail, Hamdani M. Syam, Marlina Marzuki, Manovri Yeni
{"title":"Comic Strip Design as an Alternative Learning Media in Disaster Themes for Elementary Students","authors":"Muhammad Radhi Zakaria, Nazli Ismail, Hamdani M. Syam, Marlina Marzuki, Manovri Yeni","doi":"10.24815/jipi.v7i2.26110","DOIUrl":"https://doi.org/10.24815/jipi.v7i2.26110","url":null,"abstract":"Most children are interested in comics so that the media has the potential to be used in the learning and teaching process at school. We have developed and implemented comic strips for learning related to disasters in the fifth-grade science subject at SD Negeri Buengcala, Aceh Besar District. The designed materials were validated by experts and the attractiveness of the comic media was measured based on class observation during teaching and learning proceses related to students’ involvement and responses through the questionnaires. Quantitaively the questionnaries were scored (1 to 4) from too bad to very interested. The experts concluded that the media are valid with unrevised criteria including the attractiveness of media and language used. Based on the questionnaires, the students also agreed that the class was very interested. Therefore, the comic strip media can be developed potentially for disaster education at elementary schools","PeriodicalId":32696,"journal":{"name":"JIPI Jurnal IPA dan Pembelajaran IPA","volume":"10 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87183047","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Connecting Factors for the Application of Community-Based Total Sanitation in the Work Area of the Blang Bintang Health Center, Aceh Besar","authors":"Fitri Arsyaf, S. Aprilia, S. Usman","doi":"10.24815/jipi.v7i2.30554","DOIUrl":"https://doi.org/10.24815/jipi.v7i2.30554","url":null,"abstract":"Open defecation behavior occurs due to hereditary habits and habits since childhood. At this time, the government launched a program that is to stop open defecation with the Community-Based Total Sanitation Program. This program is an entry point towards total sanitation and is an effort to break the chain of pollution from human excrement to drinking, eating and other standard water. Community-based total sanitation is expected to be able to change people's habitual attitudes in an effort to improve environmental sanitation conditions. This study aims to determine the factors related to the implementation the program in the work area of the Blang Bintang Health Center, Aceh Besar, Aceh Province. This research is descriptive analytic in nature, carried out using a cross-sectional design method with a quantitative approach. The population in this study is the community in the working area of the Blang Bintang Health Center with a population of 1,990 people. The populations of samples were 97 respondents and data analysis used the Chi-Square Test. The results of the study gave respondents the first pillar of good Community-Based Total Sanitation implementation of 63.9%, respondents with less knowledge of 58.8%. In general, respondents with high school education were 69.1%, respondents' behavior towards the program was known 67% to have a positive attitude, 58.8% respondents stated that the role of health workers played a role, 69.1 the role of community leaders was more dominated respondents stated that they lacked participation of 64.9% that respondents had facilities","PeriodicalId":32696,"journal":{"name":"JIPI Jurnal IPA dan Pembelajaran IPA","volume":"79 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76350832","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}