A Siva Kumar, Adishree Solapurkar, Akshit Khamesra
{"title":"HINDI FAKE NEWS DETECTOR","authors":"A Siva Kumar, Adishree Solapurkar, Akshit Khamesra","doi":"10.56327/ijiscs.v7i2.1465","DOIUrl":"https://doi.org/10.56327/ijiscs.v7i2.1465","url":null,"abstract":"Fake news has proliferated on the internet in recent decades. More people than ever before are creating and sharing knowledge because of social networks, many of which have no connection to reality. This has led to the rapid dissemination of false information used for various political and business objectives. Finding reliable news sources has become more difficult due to online newspapers. In this work, we gathered news articles of Hindi text from various news sources. Techniques for pre-processing, feature extraction, classification, and prediction are all extensively covered. A “Fake news detection system” has been developed in this project. Various Hindi news articles have been collected from multiple sources to help diversify the dataset and train the model better. The project first pre-processes the dataset and uses the pre-trained Bert model for feature extraction. Then, the data is classified from the dataset and prediction processes are employed on the dataset. Various machine learning algorithms and deep learning models like Naïve Bayes, Long Short-Term Memory, Logistic Regression have been employed in previous works for the purpose of detecting fake news. Pre-processing steps include data cleaning, stop words removal, tokenizing, stemming. The testing and training of the dataset include using the BERT for sequence classification model. The model is trained and tested against the validation dataset","PeriodicalId":32370,"journal":{"name":"IJISCS International Journal of Information System and Computer Science","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136037166","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":"APPLICATION OF DATA MINING IN HEALTHCARE OF BANGLADESH","authors":"Nafis Md Zawad","doi":"10.56327/ijiscs.v7i2.1433","DOIUrl":"https://doi.org/10.56327/ijiscs.v7i2.1433","url":null,"abstract":"The paper intends to discuss the status of data mining applications in the normal and critical healthcare system of Bangladesh. The paper also focuses on the data mining strategies and processes in the current healthcare system in Bangladesh. This is a secondary source-based review paper. The methodology chosen for the study is a literature review and document analysis. The literature review was done through the analysis of book chapters, research-based articles, review-based journal articles, organizational reports, and conference papers. The key findings of the study indicate that as Bangladesh is not a developed country and is a developing one, the country’s healthcare system is not up to the required standard, and the application of data mining techniques is very limited and in most cases, it is at the policy level. The implementation and practice of data-mining techniques is available in internationally recognized organizations and institutions. In these circumstances, the country’s healthcare policymakers and administrators should employ experts in data mining in healthcare services and facilities and standard technologies should be included in their administering the data mining in healthcare facilities. Besides, data mining should be incorporated with other related concepts and strategies to make the highest outcomes in health care systems.","PeriodicalId":32370,"journal":{"name":"IJISCS International Journal of Information System and Computer Science","volume":"2015 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136037167","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 Khoirur Rozikin, Danang Mahendra, Agus Subhan Akbar
{"title":"SISTEM PAKAR DIAGNOSA PENYAKIT IKAN BERBASIS WEB MENGGUNAKAN METODE CERTAINTY FACTOR","authors":"Muhammad Khoirur Rozikin, Danang Mahendra, Agus Subhan Akbar","doi":"10.34001/jister.v3i1.648","DOIUrl":"https://doi.org/10.34001/jister.v3i1.648","url":null,"abstract":"Di Kabupaten_Jepara ini, terdapat banyak penjual dan peternak/pembudidaya ikan. Dalam proses penangkaran ikan, biasa nya pembudidaya ikan akan mengalami beberapa permasalahan, salah satunya adalah_muncul penyakit_pada ikan yang dibudidayakan oleh pembudidaya ikan. Pencegahan merupakah satu langkah yang sangat efektif untuk meminimalisir risiko penyakit pada ikan yg di ternakkan. Jika ikan sudah terkena penyakit, biaya yang dikeluarkan untuk_budidaya ikan akan semakin_banyak karena adanya tambahan biaya pengobatan ikan. Peternak ikan perlu mengetahui tentang penyakit-penyakit ikan dan bagaimana cara melakukan pengobatan bila ikan yang dibudidayakan terkena penyakit atau hama. Salah satu usaha yang bisa dilakukan oleh peternak ikan yaitu dengan berkunjung kepada ahli penyakit ikan (pakar) yang tidak mungkin dilakukan secara terus menerus dikarenakan membutuhkan waktu, energi serta biaya yang sangat banyak. Dari permasalahan tersebut, penulis akan membuat sistem pakar diagnosa penyakit ikan berbasis website menggunakan metode certainty factor. Dengan aplikasi ini, diharapkan bisa membantu para peternak ikan dalam menangani penyakit pada ikan yang dipelihara, tanpa harus berkunjung ke pakar. Dalam penelitian penulis, dilakukan pengujian akurasi berdasarkan 10 sampel diagnosa, dan dihitung menggunakan k-fold cross validation, menghasilkan akurasi sistem sebesar 90%. Dimana sistem pakar yang telah dibuat oleh penulis dianggap layak.","PeriodicalId":32370,"journal":{"name":"IJISCS International Journal of Information System and Computer Science","volume":"16 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82725372","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":"SISTEM PENDUKUNG KEPUTUSAN PEMILIHAN GURU TERBAIK DI MI QOMARUL HUDA BANARAN MENGGUNAKAN METODE WEIGHTED PRODUCT (WP) BERBASIS WEB","authors":"Mu’adz Ibnu Ghofur, Hidayatus Sibyan","doi":"10.34001/jister.v3i1.646","DOIUrl":"https://doi.org/10.34001/jister.v3i1.646","url":null,"abstract":"Pemilihan guru terbaik dialokasikan di MI Qomarul Huda Banaran yang beralamat di Desa Banaran RT/RW 04/01 Kecamatan Tembarak Kabupaten Temanggung yang berada di bawah naungan LP MA'ARIF Proses pemilihan guru terbaik di MI Qomarul Huda Banaran saat ini masih mengalami kendala, dimana sistem penilaian masih dihitung secara manual, penilaian masih subjektif dari sudut pandang Kepala Sekolah. Karena pada dasarnya masih banyak guru yang masih saudara di sekolah yang sama sehingga saat mengikuti penilaian tidak sesuai dengan tugas pokok dan fungsinya. Dan juga banyaknya jumlah guru yang ada juga membuat sulitnya mengambil keputusan dalam memilih guru terbaik sehingga prosesnya memakan waktu lama, pada akhirnya keputusan yang diambil dan dihasilkan kurang efektif dan kurang efisien. Tujuan dari penelitian ini adalah membuat aplikasi sistem pendukung keputusan pemilihan guru terbaik dengan menggunakan metode weighted product (WP) yang sesuai dengan kriteria yang telah ditentukan dalam pemilihan guru terbaik yang memenuhi persyaratan pemilihan guru terbaik. Metode Weighted Product (WP) adalah menentukan faktor kriteria sebagai manfaat atau biaya dengan cara mencari perkalian dari nilai kriteria alternatif terhadap bobot kriteria. Perancangan dilakukan dengan menggunakan diagram UML, kemudian diimplementasikan menggunakan bahasa pemrograman PHP yang didukung dengan MySql untuk pengolahan database. Kebutuhan informasi dilakukan dengan mengumpulkan data melalui observasi, studi literatur. Dengan adanya sistem ini diharapkan para guru akan termotivasi dan semangat untuk melaksanakan tugas dan tanggung jawabnya sesuai dengan undang-undang keguruan.","PeriodicalId":32370,"journal":{"name":"IJISCS International Journal of Information System and Computer Science","volume":"97 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76452265","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 POLA PEMBELIAN PRODUK PADA TOKO MADU MUKTI DENGAN ALGORITMA APRIORI","authors":"Saiful Rohman, Zen Al Azis, M. Hidayat","doi":"10.34001/jister.v3i1.647","DOIUrl":"https://doi.org/10.34001/jister.v3i1.647","url":null,"abstract":"Algoritma apriori adalah algoritma dari teknik Association Rules Mining (ARM) dan termasuk dalam bagian metode data mining untuk menentukan pola frekuensi tinggi. Dengan menggunakan algoritma apriori akan menghasilkan output kombinasi barang dimana jika nilai minimum confidence semakin besar maka hasil kombinasi barang akan semakin valid jika nilai supportsemakin tinggi maka seleksi kombinasi tiap itemset akan semakin spesifik.","PeriodicalId":32370,"journal":{"name":"IJISCS International Journal of Information System and Computer Science","volume":"148 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79550541","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":"PEMILIHAN FITUR DENGAN FORWARD SELECTION PADA METODE K-NEAREST NEIGHBOR UNTUK PREDIKSI BIMBINGAN KONSELING SISWA","authors":"W. Nugroho","doi":"10.34001/jister.v3i1.651","DOIUrl":"https://doi.org/10.34001/jister.v3i1.651","url":null,"abstract":"Salah satu masalah yang sulit untuk diramalkan yang ada disekolah adalah masalah bimbingan dan koseling. Bagi individu yang memiliki wewenang untuk mengambil keputusan, prediksi yang akurat diperlukan untuk mendukung pengambilan keputusan. KNN merupakan salah satu metode yang dapat melakukan prediksi terutama untuk prediksi bimbingan konseling. Pendekatan algoritma KNN yang digunakan untuk melakukan pengujian dan eksperimen terhadap 388 data siswa, memperoleh hasil akurasi sebanyak 96.40%. Setelah dilakukan optimasi menggunakan pemilihan fitur dengan forward selection mengalami kenaikan akurasi sebesar 0.51%. Hasil akhir dari akurasi yang diperoleh setelah mengalami kenaikan tingkat nilai akurasi sebesar 96.91% dengan jumlah siswa yang tidak harus melakukan bimbingan konseling sebanyak 362 siswa dan 62 siswa harus melakukan bimbingan konseling.","PeriodicalId":32370,"journal":{"name":"IJISCS International Journal of Information System and Computer Science","volume":"46 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79400790","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}
Aulya Shabrina Aisyane, Joko Minardi, Heru Saputro
{"title":"IMPLEMENTASI E-PKL PADA DINAS PERHUBUNGAN JEPARA","authors":"Aulya Shabrina Aisyane, Joko Minardi, Heru Saputro","doi":"10.34001/jister.v3i1.650","DOIUrl":"https://doi.org/10.34001/jister.v3i1.650","url":null,"abstract":"Praktek Kerja Lapangan adalah kegiatan pembelajaran yang bertujuan untuk memperkenalkan dan memperluas keterampilan siswa di dunia kerja nyata. Salah satu tempat PKL yang membuka peluang bagi peserta didik untuk melaksanakan tugas adalah Dinas Perhubungan Jepara. Dinas Perhubungan adalah badan penyelenggara pemerintahan daerah di bidang perhubungan. Namun sayangnya hingga saat ini Dinas Perhubungan Jepara belum memiliki sistem yang dapat memfasilitasi peserta didik dan staf pengurus untuk mengelola kegiatan PKL tersebut. Hal ini mengakibatkan banyak dokumen yang rentang hilang dan tidak terdokumentasi dengan baik. Sistem informasi PKL dengan penilaian kriteria menggunakan skala likert menjadi solusi dalam proses pengelolaan PKL menjadi lebih baik. Aplikasi ini berbasis web agar semua data terkelola dan tersimpan dengan baik. Sistem ini sudah melalui tahapan pengujian black box testing dengan hasil semua fitur, alur, dan program sudah normal dan sesuai dengan yang sudah direncanakan di awal. Selain itu, persentase kelayakan dari hasil pengujian melalui kuesioner kepada 12 responden (user) sistem E-PKL Dinas Perhubungan Jepara mendapatkan skor 90,5% yang artinya sangat layak untuk digunakan.","PeriodicalId":32370,"journal":{"name":"IJISCS International Journal of Information System and Computer Science","volume":"31 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75067064","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":"MODEL RAPID APLICATION DEVELOPMENT PADA SISTEM INFORMASI AKUNTANSI PENGGAJIAN PT ADC","authors":"Jovina Puspita Dewi Wulandari, Feri Prasetyo","doi":"10.34001/jister.v3i1.652","DOIUrl":"https://doi.org/10.34001/jister.v3i1.652","url":null,"abstract":"\u0000Arunika Digital Consulting (ADC) merupakan perusahaan dalam fase startup konsultan IT yang mencakup berbagai industri seperti teknologi digital, digital printing, dan konsultan. Perusahaan ini mengelola gaji karyawan dengan persentase keuntungan, yang kemudian dibukukan dengan memasukkan data gaji karyawan ke dalam Ms. Excel. Sistem ini dapat menimbulkan banyak kesalahan seperti kurangnya waktu untuk mengelola informasi penggajian karyawan dan sistem penggajian karyawan yang tidak efektif untuk mempersiapkan perusahaan ke jenjang yang lebih besar lagi, maka diperlukan suatu fasilitas yang dapat menyelesaikan hal tersebut, karena dengan adanya sistem yang terkomputerisasi diharapkan dapat memperoleh informasi secara akurat, cepat dan efisien dengan waktu, tenaga dan biaya serta perhitungan gaji karyawan yang lebih cepat, tepat dan akurat. Data penelitian ini diperoleh dengan menggunakan metode field research melalui observasi, wawancara dan studi pustaka dan untuk pengembangan software rancang bangun ini, peneliti menggunakan metode metode RAD (Rapid Application Development). Hasil dari penelitian ini akan memberikan keterangan bahwa dengan diterapkannya Sistem Informasi Penggajian, dapat memberikan beberapa hal yang positif yaitu, mempersiapkan penghitungan gaji karyawan yang lebih efisien, cepat, dan akurat untuk jenjang perusahaan yang lebih luas lagi. Dan pengujian proses tersebut dengan mengunakan User Aceptance Testing \u0000","PeriodicalId":32370,"journal":{"name":"IJISCS International Journal of Information System and Computer Science","volume":"31 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82998468","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}
Indra Kurniawan, Roma Dhoni, Deva Arya Saputra, Fakhri Rahmat Wahyudin, Ahmad Mubais
{"title":"IMPLEMENTASI METODE PROTOTYPE PADA SISTEM INFORMASI DIGITAL ANGKRINGAN BERBASIS WEB DI KECAMATAN MAYONG","authors":"Indra Kurniawan, Roma Dhoni, Deva Arya Saputra, Fakhri Rahmat Wahyudin, Ahmad Mubais","doi":"10.34001/jister.v3i1.597","DOIUrl":"https://doi.org/10.34001/jister.v3i1.597","url":null,"abstract":"Information systems are designed to provide information that interacts systematically and regularly, to make it easier for information seekers to obtain the information they want. Branding can be used to introduce the company's brand and build a positive image and company reputation so that it is always good in the eyes of consumers. Research on Digital Information Systems for Angkringan in Mayong District was designed with the aim of adding and displaying a floor plan of the locations of the angkringan in the Mayong sub-district along with their menus and also the conditions of the surrounding scope so that it can make it easier for people to choose and find the location of the angkringan as desired. The prototype method is used in making this application with the stages: (1) Communication, (2) Quick Plan, Modeling and Quick Design, (3) Construction of Prototype, (4) Development, Delivery and Feedback. This method is proven to facilitate the creation of an angkringan digital information system. The prototype method can be used well in developing web-based angkringan applications in Mayong District. The angkringan digital information system in Mayong District can display angkringan lists, angkringan addresses, angkringan products, whatsapp links and angkringan google maps.","PeriodicalId":32370,"journal":{"name":"IJISCS International Journal of Information System and Computer Science","volume":"57 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85685315","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":"MODELING OF AN ADAPTIVE E-LEARNING SYSTEM FOR IMPROVED LEARNING PERFORMANCE","authors":"Emmanuel Onwuka Ibam, Olumide Sunday Adewale, Oluwatoyin Catherine Agbonifo, Ibrahim Makinde Akindeji","doi":"10.56327/ijiscs.v7i1.1422","DOIUrl":"https://doi.org/10.56327/ijiscs.v7i1.1422","url":null,"abstract":"Majority of the online learning systems in use today, lack proper integration of adaptive, collaborative, personalized and ubiquitous concepts in their design and implementation. Integration of these basic concepts in online learning systems will enable adaptation, individualization, and collaboration of learning resources to learners’ preferences, with an added advantage of accessibility to online resources anywhere and anytime. Hence, the research proposes an Adaptive E-Learning System (AES) model that incorporates activities sequencing in a personalised, adaptive, collaborative and ubiquitous learning environment. The system model consists of the system (software) architectural diagram and mathematical model of activity sequence. The design is presented using the UML activity diagram and the class diagram. The full implementation of the system is currently being carried out and is being tested with real life cases.","PeriodicalId":32370,"journal":{"name":"IJISCS International Journal of Information System and Computer Science","volume":"334 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135671766","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}