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Prediksi Jumlah Bayi Penerima Imunisasi DPT 1 dan DPT 2 Menggunakan Support Vector Regression Idriani R, Nova; Permana, Inggih; Salisah, Febi Nur; Megawati, Megawati; Rahmawita M, Medyantiwi
JURNAL MEDIA INFORMATIKA BUDIDARMA Vol 8, No 3 (2024): Juli 2024
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/mib.v8i3.7694

Abstract

Vaccination against diphtheria, pertussis (whooping cough), and tetanus is known as DPT immunization, which protects a person from three serious diseases. This vaccine is given in the form of an injection where there are 5 antigens in one injection of the vaccine. DPT immunization is a complete routine immunization that will be continued in grades 1 to 6 elementary school. DPT immunization is feared by mothers because of the side effects that occur in babies after the vaccine injection, namely that the baby will have a fever and be fussy. This has resulted in delays in collecting data on babies who have received this immunization, which has an impact on estimates of babies who will receive DPT immunization in the following month. Of course, this will disrupt the stock of vaccines provided, causing the potential for them to be out of stock. To overcome this problem, it is necessary to collect data on babies who have received DPT in the previous month. This data will be used to predict babies who will receive DPT immunization in the following month using the Support Vector Regression (SVR) method. So that the community health center can provide information regarding the prediction of the number of babies who will receive DPT immunization. This method uses three kernels and a Sliding Window to divide the data into smaller segments, moving alternately across the time series data, making it suitable for predicting babies who will receive DPT immunization in the next time interval. From the three kernels used on the two data that have been separated into DPT 1 and DPT 2, windowing size 3 linear kernels were obtained which were selected as an accurate evaluation of model work on DPT 1 with MAPE values of 3.35, RMSE 0.193, and R2 0.1. And windowing size 3 RBF kernels are more optimal in DPT 2 with MAPE values of 7.86, RMSE 0.163, and R2 0.288.
Peramalan Jumlah Kedatangan Wisatawan Menggunakan Support Vector Regression Berbasis Sliding Window Fitriah, Ma’idatul; Permana, Inggih; Salisah, Febi Nur; Munzir, Medyantiwi Rahmawita; Megawati, Megawati
JURNAL MEDIA INFORMATIKA BUDIDARMA Vol 8, No 3 (2024): Juli 2024
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/mib.v8i3.7408

Abstract

As a developing city, Pekanbaru has the potential for attractive tourist attractions for tourists. The arrival of tourists has had a big positive impact on the economy of Pekanbaru City. The number of tourist arrivals can experience ups and downs every month, for this reason it is necessary to forecast the number of tourists in the future. This research aims to apply the Orange Data Mining application in predicting the number of tourist arrivals by comparing the kernels in the Support Vector Regression (SVR) method and applying Sliding Window size 3 to window size 13 to transform into time series data. As well as sharing data using the K-Fold Validation method with a value of K-10. Then the performance of the kernels used can be seen using the Test and Score widget which presents the results of Root Mean Absolute Error (MAE), Mean Square Error (MSE), Root Mean Square Error (RMSE), dan R-squared(R2). The results for forecasting the number of tourist arrivals to Pekanbaru City using the SVR method show that the RBF Kernel is the optimal choice compared to the Polinomial and Linear Kernels. The results of the Test and Score widget show that the RBF Kernel with window size 10 has lower MAE, MSE and RMSE values, namely 0.118, 0.022 and 0.147. Apart from that, the comparison of R2 in window size 10 for Kernel RBF shows better performance with a value of 0.519.
Design and Development of a Web-Based Quranic Verse Submission Application at Al-Uswah Islamic Boarding School Pekanbaru Megawati, Megawati; Efendi, Harisman; Salisah, Febi Nur; Muttakin, Fitriani
Jurnal Ilmiah Rekayasa dan Manajemen Sistem Informasi Vol 11, No 1 (2025): Februari
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/rmsi.v11i1.33621

Abstract

The process of Quran recitation submission at Al-Uswah Islamic Boarding School in Pekanbaru involves interaction between students and teachers for submitting and evaluating Quran memorization. This research aims to develop a Quran Recitation Submission WebApp based on ReactJS for the frontend and Firebase as the backend. The application was developed using the Rapid Application Development method and tested through Blackbox Testing and User Acceptance Testing (UAT). The development results show that all features function well, with positive feedback from users. The main features of the application include hafiz ranking, online recitation submission, and the ability for teachers to provide feedback to students.
PERANCANGAN ENTERPRISE ARCHITECTURE MENGGUNAKAN FRAMEWORK TOGAF ADM PADA DINAS KOPERASI DAN UKM KOTA PEKANBARU Susilawati, Susilawati; Maita, Idria; Salisah, Febi Nur; Fronita, Mona
Jurnal Sistem Informasi dan Informatika (Simika) Vol 8 No 1 (2025): Jurnal Sistem Informasi dan Informatika (Simika)
Publisher : Program Studi Sistem Informasi, Universitas Banten Jaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47080/simika.v8i1.3731

Abstract

The advancement of information technology and information systems has a significant impact on various organizations, both in the private and government sectors. This study aims to design an enterprise architecture using the TOGAF ADM framework in the training process in the SME sector at the Cooperatives and SMEs Service. This process was chosen because it is still done manually, resulting in obstacles such as slow data management, lack of transparency, and minimal integration between work units. The study used a qualitative approach with a case study method. Data were obtained through observation, interviews, and document analysis, which were then analyzed using the TOGAF ADM stages, including the Preliminary, Architecture Vision, and Business Architecture phases. The results of the study show that the proposed architectural design can overcome the constraints of the manual training process by presenting an integrated digital solution. This solution can accelerate the training management process, increase transparency, and strengthen coordination between work units.
Analisis Kualitas Layanan Website Pemerintahan Dispusip Kota Pekanbaru Dengan Metode E-Govqual Darmawan, Reza; Salisah, Febi Nur; Anggraini, A; Anwar, Tengku Khairil
Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Vol 8, No 2 (2023): Edisi Agustus
Publisher : STIKOM Tunas Bangsa Pematangsiantar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30645/jurasik.v8i2.628

Abstract

The Pekanbaru City Office is a library in the field of information media dissemination using an E-Government-based website. This study aims to determine the results of service quality analysis on the Pekanbaru City Disputation website using the E-Govqual method which functions to measure the quality of E-Government services with 4 E-Govqual dimensions consisting of, ease of use, trust. , content and appearance of information, and citizen support. In interviews with 30 users, it was found that there were several problems regarding the website. By using E-Govqual the measurement of the information system will provide dimensions that are in accordance with the problem variables taken from interviews with these users. This study collected data with a questionnaire as a research instrument. The research questionnaire consisted of 24 statements with a total of 100 respondents. The results of this analysis conclude that there are 4 variables that are the top priority for improving the quality of website services, namely search (EF3), use of personal data (TR4), images, colors, graphics, animation and web size (CA1), and frequent questions filed (CS6). There are also 4 variables that have the highest satisfaction score that need to be maintained, namely the website address/url (EF2), access control (TR2), completeness of information (CA5), and knowledge and courtesy of employees (CS4). From the results obtained the average value of statistical analysis exceeds 3 of the four dimensions, this shows the need to improve website performance and the citizen support variable has the highest significant influence on community support on the Pekanbaru City Dispusip website.
PERANCANGAN ARSITEKTUR SISTEM INFORMASI ENTERPRISE MENGGUNAKAN TOGAF PADA MA’HAD AL HUSNA INDRAGIRI Mubarak MR, Najmuddin; Salisah, Febi Nur; Megawati, Megawati; Muttakin, Fitriani
JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Vol 10, No 1 (2025)
Publisher : STKIP PGRI Tulungagung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29100/jipi.v10i1.5828

Abstract

Ma’had Al Husna Indragiri merupakan pondok pesantren yang didirikan pada tahun 2019, mencakup dua sekolah yaitu SMP IT Al Husna Indragiri dan MA Al Husna Indragiri. Tujuan dari penelitian ini adalah untuk membuat kerangka kerja TOGAF untuk digunakan dalam desain arsitektur sistem informasi enterprise Ma'had Al Husna Indragiri serta mengidentifikasi dan menggambarkan arsitektur bisnisnya, mencakup Tata Usaha, Sarana Prasarana, Keuangan, Kegiatan Belajar Mengajar, Kesantrian, dan Pimpinan Ma'had. Melalui pemetaan proses dan diagram konsep solusi, penelitian ini memberikan gambaran menyeluruh mengenai interaksi antara berbagai komponen dalam Ma'had. Metode pengembangan sistem menggunakan pendekatan TOGAF, yang terdiri dari beberapa tahap: tahap awal, tahap A: Visi Arsitektur, tahap B: Arsitektur Bisnis, tahap C: Arsitektur Sistem Informasi, dan tahap D: Arsitektur Teknologi. Pimpinan Ma'had memainkan peran penting dalam pengawasan dan pengambilan keputusan strategis, Tata Usaha bertanggung jawab atas administrasi dan operasional harian, Sarana Prasarana memastikan ketersediaan dan kelayakan fasilitas fisik, Keuangan mengelola aspek finansial termasuk pemasukan, pengeluaran, penggajian dan pelaporan, KBM mengembangkan kurikulum, menyusun jadwal, dan melaksanakan proses belajar mengajar, serta Kesantrian menangani pendaftaran dan pengelolaan siswa. Penelitian ini mengidentifikasi beberapa masalah utama yang dihadapi Ma’had Al Husna Indragiri, seperti proses manual yang tidak efisien, kurangnya integrasi data, dan pengelolaan data yang tidak terstruktur. Berdasarkan analisis tersebut, disarankan untuk mengimplementasikan sistem informasi terintegrasi dan pengembangan basis data terpusat guna meningkatkan efisiensi operasional dan kualitas layanan pendidikan. Hasil penelitian yang didapatkan berupa blueprint arsitektur Ma'had Al Husna Indragiri yang diharapkan dapat berguna menjadi pedoman dalam melakukan pengembangan sistem informasi manajemen Ma'had Al Husna Indragiri
Perbandingan Kernel Algoritma Support Vector Regression Terhadap Performa Prediksi Produksi Kelapa Sawit: Comparison of the Support Vector Regression Kernel Algorithm on the Performance of Palm Production Prediction Maulana, Rizki Azli; Permana, Inggih; Salisah, Febi Nur; Ahsyar, Tengku Khairil; Jazman, Muhammad
MALCOM: Indonesian Journal of Machine Learning and Computer Science Vol. 5 No. 1 (2025): MALCOM January 2025
Publisher : Institut Riset dan Publikasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57152/malcom.v5i1.1410

Abstract

Produksi kelapa sawit merupakan salah satu faktor utama dalam industri perkebunan kelapa sawit yang memengaruhi kesejahteraan ekonomi suatu daerah. Dalam upaya untuk meningkatkan prediksi produksi kelapa sawit, algoritma Support Vector Regression (SVR) telah diadopsi sebagai metode prediksi yang potensial. Namun, pilihan kernel dalam SVR dapat mempengaruhi performa prediksi. Penelitian ini bertujuan untuk membandingkan performa prediksi produksi kelapa sawit menggunakan tiga kernel yang berbeda, yaitu linear, polinomial, dan radial basis function (RBF), di PTPN V.Data produksi kelapa sawit dari PT Perkebunan Nusantara V (PTPN V) digunakan sebagai data input. Metrik evaluasi performa prediksi, seperti mean absolute error (MAE), mean squared error (MSE), dan koefisien determinasi (R-squared), digunakan untuk membandingkan ketiga kernel SVR. Hasil eksperimen menunjukkan bahwa kernel RBF cenderung memberikan hasil prediksi yang lebih baik dibandingkan dengan kernel linear dan polinomial. Namun, faktor-faktor seperti kestabilan model dan kecepatan komputasi juga perlu dipertimbangkan dalam pemilihan kernel. Penelitian ini memberikan wawasan penting bagi pengguna SVR dalam memilih kernel yang sesuai untuk meningkatkan prediksi produksi kelapa sawit di PTPN V.
Analysis of The Influence of Trust on User Satisfaction of Mobile Application E-Commerce Using DeLone and McLean Method Amani, Nailul; Megawati, Megawati; Maita, Idria; Nur Salisah, Febi; Marsal, Arif
Jurnal Sistem Cerdas Vol. 8 No. 1 (2025)
Publisher : APIC

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37396/jsc.v8i1.490

Abstract

Lazada is one of the mobile-platform based e-commerce that has more than 100 million downloads. Lazada is an e-commerce site that offers several necessities such as mobile phones or tablets; household appliances, health and beauty, men's and women's fashion, baby and children's equipment, and electronics. User satisfaction is one of the important factors in the success of e-commerce implementation. However, there are still many complaints felt by Lazada application users which have an impact on user trust and satisfaction. Therefore, this study aims to determine the level of user satisfaction and how the trust factor influences user satisfaction on the Lazada mobile application using the DeLone& McLean model by adding the trust variable. Respondents in this study were Lazada application users in Pekanbaru City. This study uses a quantitative approach by distributing questionnaires online and sampling using a purposive sampling technique. The total data collected from 100 respondents was analyzed using the PLS-SEM technique with the help of the SmartPLS 4.0 tool. The results of this study indicate that Information Quality, Trust, and Use have a significant influence on user satisfaction and user satisfaction has a significant effect on trust. Of the 10 hypotheses proposed, four were rejected, namely information quality on trust, service quality on user satisfaction, system quality on user satisfaction, and trust on net benefit.
Risk Analysis of the Information System of the Riau Provincial Plantation Agency Website using ISO 31000 Fernanda, Ustara Dwi; wati, Mega; Rozanda, Nesdi Evrilyan; Salisah, Febi Nur
Sistemasi: Jurnal Sistem Informasi Vol 14, No 4 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i4.5368

Abstract

The website of the Riau Provincial Plantation Agency plays a vital role in supporting public information and administrative services. However, the use of information technology also introduces various risks that may disrupt system operations. This study aims to analyze information technology risks associated with the website using the ISO 31000:2018 risk management framework. A qualitative descriptive approach was employed, utilizing interviews, observations, and documentation. The risk management process was conducted through the stages of risk identification, analysis, evaluation, treatment, as well as monitoring and review. The findings identified nine main risks. Eight of them were categorized as medium-level risks, including lightning, fire, human error, data corruption, server downtime, hardware damage, overheating, and power outages. One risk—software updates—was classified as low-level. This study is limited to information technology risks identified internally, based on primary data collected from the website management team. The findings provide risk mitigation recommendations that can serve as guidelines to enhance the security and continuity of the information system within the Riau Provincial Plantation Agency.
An Analysis of the Academic Information System Quality at Universitas Lancang Kuning (Smart Unilak) using the WebQual 4.0 and McCall Methods Zarry, Cindy Kirana; Megawati, Megawati; Rahmawita, Medyantiwi; Salisah, Febi Nur
Sistemasi: Jurnal Sistem Informasi Vol 14, No 4 (2025): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v14i4.5164

Abstract

Websites have become an essential medium for information dissemination and marketing, particularly in the context of higher education. Universitas Lancang Kuning has implemented an Academic Information System (Smart Unilak) to improve the efficiency of academic services. However, observations and interviews with the PDDIKTI administrator revealed several issues, including a lack of updated information, difficulties in completing the Study Plan Card (KRS), and concerns regarding data security. To evaluate the system's quality, an analysis was conducted using the WebQual 4.0 and McCall methods. The WebQual analysis showed that the average respondent scores ranged from 3 to 4, which were interpreted as “Satisfactory” to “Very Satisfactory.” Additionally, the McCall method yielded an overall quality score of 89.28%, placing the system in the “Excellent” category. While respondents expressed satisfaction with the information and security provided by the system, there remains room for improvement in terms of communication ease. The findings of this study serve as an evaluation reference for website developers and a basis for future research. It is recommended that subsequent studies incorporate direct usability testing with users to identify issues that may not surface through surveys and questionnaires. Observing users as they interact with the system can provide valuable insights for further enhancement.
Co-Authors A Anggraini Afdal Muhammad Efendi Ahsyar, Tengku Khairil Anggi Widya Atma Nugraha Anggia Anfina Anisa Nirmala, Fitri Anwar, Tengku Khairil Arabiatul Adawiyah Arif Marsal Arif Marsal Arif Marsal Arrazak, Fadlan Bayu Putra Danil Risaldi Darmawan, Reza Dewi Astuti Efendi, Harisman Eki Saputra Eki Saputra Eki Saputra Elin Haerani Endah Purnamasari Esis Srikanti Fachrurozi Fadhilah Syafria Fadil Rahmat Andini Febrian, Dany Fernanda, Ustara Dwi Fiki Fitri Wulandari Fitriah, Ma’idatul Fitriah, Ma’idatul Fitriani Muttakin Fitriani Muttakin Giansyah, Qhoiril Aldi Gustinov, Mhd Dion Hasbi Sidiq Arfajsyah Hendri, Desvita Husaini, Fahri Idria Maita Idria Maita Idria Maita Idriani R, Nova Imam Muttaqin Indah Lestari, Indah Indri Dian Pertiwi Inggih Permana Intan, Sofia Fulvi Jayadi, Puguh Jazman , Muhammad Jazman, Muhammad Kusuma, Gathot Hanyokro Leony Lidya M Afdal M. Afdal M. Afdal M. Afdal M.Afdal Maulana, Rizki Azli Mawaddah, Zuriatul Mega wati, Mega Megawati Megawati - Megawati Megawati Mona Fronita, Mona Mubarak MR, Najmuddin Muhammad Afdal Muhammad Iqbal Indrawan Muhammad Jazman Muhammad Luthfi Muhammad Luthfi Hamzah Muhammad Munawir Arpan Munzir, Medyantiwi Rahmawita Mustakim Mustakim Muttakin, Fitriani Nabila Putri Nailul Amani Nardialis Nardialis Nasution, Nur Shabrina Naufal Fikri, R. Adlian Nesdi Evrilyan Rozanda Nesdi Evrilyan Rozanda Norhavina Norhavina Nuraisyah Nuraisyah Nurkholis Nurkholis Nurrahma, Intan Puput Iswandi Putri, Amanda Iksanul Rahmawita M, Medyantiwi Rahmawita, Medyantiwi Rangga Arief Putra Ria Agustina Rice Novita Rizka Fitri Yansi Rizki Pratama Putra Agri Rozanda, Nesdi Evrilyan Sanusi Saputri, Setia Ningsih Sari, Gusmelia Puspita Sarjon Defit Setiawati, Elsa Shir Li Wang Shulhan Abdul Gofar Siti Zainah Sulthan Habib Suryani Suryani Susilawati, Susilawati Syahri, Alfi Syaifullah Syaifullah Syaifullah Syaifullah Syaifullah Syaifullah Syarif, Yulia Tengku Khairil Ahsyar Tengku Khairil Ahsyar Tengku Khairil Ahsyar Tengku Khairil Ahsyar Tshamaroh, Muthia Uci Indah Sari Winda Wahyuti Wira Mulia, M. Roid Zarnelly Zarry, Cindy Kirana