Garuda - Garba Rujukan Digital

Continual learning on audio scene classification using representative data and memory replay GANs Daqiqil ID, Ibnu; Abe, Masanobu; Hara, Sunao
Bulletin of Electrical Engineering and Informatics Vol 14, No 1: February 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v14i1.8127

This paper proposes a methodology aimed at resolving catastropic forgetting problem by choosing a limited portion of the historical dataset to act as a representative memory. This method harness the capabilities of generative adversarial networks (GANs) to create samples that expand upon the representative memory. The main advantage of this method is that it not only prevents catastrophic forgetting but also improves backward transfer and has a relatively stable and small size. The experimental results show that combining real representative data with artificially generated data from GANs, yielded better outcomes and helped counteract the negative effects of catastrophic forgetting more effectively than solely relying on GAN-generated data. This mixed approach creates a richer training environment, aiding in the retention of previous knowledge. Additionally, when comparing different methods for selecting data as the proportion of GAN-generated data increases, the low probability and mean cluster methods performed the best. These methods exhibit resilience and consistency by selecting more informative samples, thus improving overall performance.

Manual ke Digital: Revitalisasi Pelayanan Publik di Kelurahan Sungai Pakning Aminuddin, Al; Sukamto, Sukamto; Daqiqil, Ibnu; Melia, Tisha; Meitarice, Sonya; Hidayat, Rahmat
Journal of Community Development Vol. 5 No. 3 (2025): April
Publisher : Indonesian Journal Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47134/comdev.v5i3.1469

Sungai Pakning Village Office has 12 village officials who are tasked with providing services to the people of Sungai Pakning Village, Bengkalis Regency. Public services carried out by the Sungai Pakning Village Government are currently still manual. The Sungai Pakning Village assistance office has not utilized information and communication technology in providing services to the community. The absence of the application of information and communication technology is a weakness that must be addressed by the Sungai Pakning Village Government. The purpose of this community service activity is to digitize village administration services carried out in Sungai Pakning Village using OpenSID which is developed openly (open source) by the Opendesa Community. This activity begins with a location survey, problem identification, implementation, socialization, and ends with an evaluation. This community service activity produces a website that can be used by the Sungai Pakning Village Apparatus in providing digital-based services to the community. The survey results produced socialization activities related to the suitability of the website, namely 37% very appropriate/clear, 60% appropriate/clear, 2% hesitant, and 1% quite appropriate/clear. This shows that participants can accept the community service activities that have been carried out.

Arsitektur Sistem Informasi Kinerja Guru Berbasis IASP2020 dengan Metode Togaf Framework Risanto, Joko; Bahri, Zaiful; Daqiqil, Ibnu; Elfizar, Elfizar
METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Vol. 9 No. 1 (2025): METHOMIKA: Jurnal Manajemen Informatika & Komputersisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/jmika.Vol9No1.pp66-75

In the national education standards, there are four factors that determine the quality of schools, namely the characteristics of the students, the competence of the teachers, the learning process and the leadership of the principal. To obtain quality teacher competence, effective, efficient and transparent teacher management is needed in the management of teaching and education personnel. To improve the quality of education, the government through the National Accreditation Board for Schools/Madrasahs has prepared the 2020 Education Unit Accreditation Instrument (IASP) containing standard instruments to measure school quality. Schools can implement IASP2020 to continuously monitor the performance of each factor to ensure school quality. In the teacher competence factor, a fast and responsive information system is needed so that the quality of teacher performance can be detected immediately to help schools immediately make the right decisions, immediately find the solutions needed for their problems so that teacher quality continues to maintain its competence. The design uses the Open Group Architecture Framework which has been proven to be reliable in solving information system governance problems. The results of this study are in the form of a recommendation for a strategic information system design that is worthy of being developed for teacher management.

Arsitektur Sistem Informasi Kinerja Guru Berbasis IASP2020 dengan Metode Togaf Framework Risanto, Joko; Bahri, Zaiful; Daqiqil, Ibnu; Elfizar, Elfizar
METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Vol. 9 No. 1 (2025): METHOMIKA: Jurnal Manajemen Informatika & Komputersisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/jmika.Vol9No1.pp66-75

In the national education standards, there are four factors that determine the quality of schools, namely the characteristics of the students, the competence of the teachers, the learning process and the leadership of the principal. To obtain quality teacher competence, effective, efficient and transparent teacher management is needed in the management of teaching and education personnel. To improve the quality of education, the government through the National Accreditation Board for Schools/Madrasahs has prepared the 2020 Education Unit Accreditation Instrument (IASP) containing standard instruments to measure school quality. Schools can implement IASP2020 to continuously monitor the performance of each factor to ensure school quality. In the teacher competence factor, a fast and responsive information system is needed so that the quality of teacher performance can be detected immediately to help schools immediately make the right decisions, immediately find the solutions needed for their problems so that teacher quality continues to maintain its competence. The design uses the Open Group Architecture Framework which has been proven to be reliable in solving information system governance problems. The results of this study are in the form of a recommendation for a strategic information system design that is worthy of being developed for teacher management.

Kajian Opini Publik Terhadap Tayangan Clash of Champions Menggunakan Support Vector Machine Hidayat, Rahmat; Daqiqil Id, Ibnu; Putri Amanda, Fahira; Ayu Mumtaza, Daffa; Aqshal Maulana, Mhd; Abdullah Tamir, Abyan; Firmansyah, Imam
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 4 No 2 (2024): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol4No2.pp274-281

This study examines audience responses to the educational program Clash of Champions produced by Ruangguru and inspired by the South Korean format University War. Through its interactive academic competition concept, Clash of Champions has succeeded in attracting public interest, triggering various reactions on social media, and providing a basis for conducting opinion studies to understand audience views. This study uses the Support Vector Machine (SVM) algorithm to classify netizen comments on platform X (Twitter) into positive, negative, and neutral sentiments. The data processing process includes data collection through scraping, text preprocessing, and word weighting using the Term Frequency-Inverse Document Frequency (TF-IDF) algorithm. Model evaluation with accuracy, precision, recall, and F1-score metrics shows various audience opinions, with the majority showing positive sentiments towards the educational innovation of the program. This model achieves an accuracy of 79%, precision of 79%, recall of 95%, and F1-score of 86% for the positive sentiment classification. This indicates a strong appreciation from the public for the educational value of this program. This study is expected to provide insight for educational content developers to create educational and interesting programs.

Analysis IT Governance of Perumdam Tirta Siak using COBIT 2019 and ISO27001 Sari, Mayang; Andriyani, Yanti; Id, Ibnu Daqiqil; Sukamto, Sukamto
Sistemasi: Jurnal Sistem Informasi Vol 13, No 2 (2024): 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.v13i2.3429

Perumdam Tirta Siak Pekanbaru (PDAM) is a local government company responsible for the management and fulfillment of water needs. PDAM currently uses information technology to provide excellent service to customers. The Institute of Directors Report explains that a company has good IT governance if it focuses on risk management and resource management, value fulfillment, and strategic alignment. The level of IT capability in supporting the company's performance can be known through evaluation activities on the current IT implementation. Evaluation is important to determine the level of IT capability in supporting company performance in accordance with the objectives. Thus, this study aims to evaluate information technology governance through an analysis process using the COBIT 2019 framework and the ISO/IEC 27001 standard with process objectives APO14 - Managed Data and BAI06 - Managed IT Changes. The results showed that the current level of IT implementation capability in objective APO14 - Managed Data and BAI06 - Managed IT Changes is at level 2, namely the process has been running but there are still a number of activities that have not been carried out properly. There is a gap between the current capability level and the desired capability level of 1 level (APO14) and 2 levels (BAI06). Thus, 15 improvement recommendations are proposed that refer to the ISO / IEC 27001 standard to create IT governance that is effective, efficient and aligned with company goals.

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