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Pengaruh Seleksi Fitur Information Gain pada Klasifikasi Berita Hoax di Twitter dengan Menggunakan Metode Naive Bayes Multinomial Andiani, Annisa Dwi; Muslim L, Kemas
eProceedings of Engineering Vol. 11 No. 4 (2024): Agustus 2024
Publisher : eProceedings of Engineering

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Abstrak - Indonesia merupakan salah satu negarayang memiliki banyak pengguna media sosial, konsumsimedia sosial yang tinggi tanpa dibarengi dengan sikapkritis dalam melakukan filter informasi yang didapatmembuat berita hoax menjadi semakin mudahtersebarluaskan. Hoax merupakan berita yangdisebarkan dengan tujuan agar publik mempercayaihal yang tidak diketahui kebenarannya. Hoax dapatmenimbulkan adanya kecemasan dan permusuhan bagipihak yang terpapar. Pada penelitian tugas akhir ini,dibangun sistem klasifikasi berita hoax di twitterdengan menggunakan metode naive bayes multinomialyang dikombinasikan menggunakan pembobotan TFIDF serta penggunaan seleksi fitur information gain.Hasil akhir pengujian menunjukkan bahwapenggunaan information gain pada klasifikasi hoax inidapat mengurangi nilai overfitting dari akurasi. Hasilakurasi terbaik yang didapat dari penelitian ini adalahsebesar 79,87% dengan menggunakan klasifikasi NaiveBayes Multinomial, pembobotan TD-IDF, dan tanpapenggunaan seleksi fitur Information Gain. Kata kunci : hoax, twitter, TF-IDF, information gain, naive bayes multinomial
Towards Digital Accountability: A Study of the Application of Information Technology in the Financial Reports of Palolo Village Nelson Andresanto Jonathan; Muslimin; Yunus Kasim; Rian Risendy
The Journal of Financial, Accounting, and Economics Vol. 2 No. 1 (2025)
Publisher : PT. Global World Scientific

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58857/JFAE.2025.v02.i01.p04

Abstract

This study aims to analyze the application of information technology in the preparation of village financial reports in Palolo District, Sigi Regency. The independent variable in this study is the application of information technology (Siskeudes), while the dependent variable is the preparation of village financial reports. The population in this study were village governments from six villages in Palolo District, with six respondents as the research sample. Respondents consisted of village officials directly involved in financial management, especially the village treasurer. Data collection techniques used were interviews and documentation, while data analysis techniques used a qualitative approach through three stages: data reduction, data presentation, and conclusion drawing. The research results indicate that the application of information technology in the preparation of village financial reports in Palolo District has not been optimal. Key obstacles include unstable internet access and a lack of understanding among village officials regarding the use of the Siskeudes application. This situation hinders the effectiveness and efficiency of village financial reporting and highlights the need for increased capacity and infrastructure to support the comprehensive digitalization of village financial governance.
Adaptive AI for the King of Diamonds Game: A Bayesian Approach to Imperfect Information and 0.8-Average Dynamics Hamzah, Nasir; Na`am, Jufriadif
Jurnal Informatika Ekonomi Bisnis Vol. 7, No. 3 (September 2025): Accepted
Publisher : SAFE-Network

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37034/infeb.v7i3.1212

Abstract

This research delves into the algorithmic complexities of the King of Diamonds game from Alice in Borderland II, a unique variant of the Keynesian Beauty Contest. This game features imperfect information, dynamic player elimination, and a critical rule where the objective is to choose a number closest to 80% of the average of all chosen numbers. We propose and evaluate a Bayesian Learning Agent designed to adapt its strategy against diverse opponents. The BLA employs Bayesian inference to dynamically update its beliefs about opponent behaviors, integrating these predictions into a Keynesian Beauty Contest decision-making framework. Through extensive simulations, the BLA consistently demonstrates superior performance. For instance, in games against four random opponents, the BLA achieved a survival rate of 67.00%, significantly outperforming the random players' combined 33.00% survival rate, and consistently maintained an average absolute distance to the target of 10.59 units across rounds. Notably, against four naive Fifty players, the BLA achieved a 100.00% survival rate with an extremely low average distance of 0.08 units, concluding games in a single round. Furthermore, the study provides a specialized algorithmic analysis for the game's challenging two-player endgame, where it exhibited a 1.30% draw rate in relevant scenarios. Our findings offer novel insights into designing adaptive AI agents for complex, imperfect information games with unique convergence dynamics, extending the understanding of computational strategies in evolving competitive environments.
Regulation of Sharia Information Technology-Based Peer-To-Peer Financing Services in POJK No. 10/POJK.05/2022 Noor, Afif; Wulandari, Dwi
ADLIYA: Jurnal Hukum dan Kemanusiaan Vol. 17 No. 1 (2023): ADLIYA: Jurnal Hukum dan Kemanusiaan
Publisher : Fakultas Syariah dan Hukum UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/adliya.v17i1.21887

Abstract

The regulation of Sharia Information Technology-Based Peer to Peer Financing Services (LPBBTI) is essential for its operational and supportive role in creating a prudent Sharia LPBBTI ecosystem. In July 2022, the Financial Services Authority issued a new regulation, Financial Services Authority Regulation No. 10/POJK.05/2022, which replaced the previous one. This research analyses the legal relationship, operational procedures, and protection of Sharia LPBBTI users under the latest regulation. The study applied normative juridical research and used relevant legal materials obtained through document studies. The findings reveal that POJK No. 10/2022 regulates the legal relationships between parties and protects service users but does not restrict the relationship between recipients and organisers of Sharia LPBBTI. Additionally, the regulation does not provide alternative dispute resolution mechanisms outside the court and only applies to licensed Sharia LPBBTI operators, leaving illegal operators outside its scope.Pengaturan Layanan Pembiayaan Bersama Berbasis Teknologi Informasi Syariah (LPBBTI) sangat signifikan sebagai pijakan operasional dan untuk mendukung ekosistem LPBBTI syariah yang prudent. Pada bulan Juli 2022, Otoritas Jasa Keuangan menerbitkan Peraturan Otoritas Jasa Keuangan (POJK) No. 10/POJK.05/2022 yang menggantikan POJK No. 77/POJK.01/2016. Fokus kajian dalam studi ini adalah bagaimana hubungan hukum, operasional, dan perlindungan hukum pengguna LPBBTI syariah diatur dalam peraturan terbaru tersebut? Penelitian ini tergolong dalam penelitian yuridis normatif dengan meng­guna­kan data sekunder yang dilakukan melalui studi dokumen. Dari hasil analisis kualitatif meng­hasilkan temuan bahwa POJK No. 10 Tahun 2022 telah mengatur hubungan hukum para pihak tetapi tidak mengatur hubungan hukum antara penerima dana dengan penye­leng­gara LPBBTI syariah. Adapun beberapa hak pengguna layanan diatur sebagai bentuk per­lindungan hukum. Namun di sisi lain, POJK No. 10 Tahun 2022 tidak menyediakan alternatif penyelesaian sengketa di luar pengadilan. Aturan yang terdapat dalam POJK No. 10 Tahun 2022 bersifat teknis dan hanya mengatur penyelenggara LPBBTI syariah yang resmi, sehingga tidak mencakup penyelenggara LPBBTI ilegal.
The Effect Of Financial Distress And Information Technology On Financial Statement Fraud With Corporate Governance As A Moderating Variable Febrina Thogamas Putri; Harti Budi Yanti
Ekonomi Digital Vol. 4 No. 1 (2025): Februari
Publisher : PT. Cendekia Sapta Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55837/ed.v4i1.175

Abstract

This study aims to delineate the extent to which financial distress and information technology contribute to financial statement fraud, with corporate governance serving as a moderating variable. The analysis centers on BUMN listed on IDX, utilizing secondary data drawn from audited annual reports accessible via official IDX records and the respective corporate websites. The population comprises BUMN entities listed from 2021 to 2024, with samples selected through purposive sampling. The study employs panel data regression analysis, utilizing the EViews10 application as an analytical tool. The findings reveal that financial distress bears a significant relationship with financial statement fraud, a linkage that is notably reinforced in the presence of sound corporate governance. Moreover, information technology is found to influence fraudulent reporting practices, although corporate governance does not appear to moderate this particular effect. The findings underscore the pivotal role of corporate governance as a strategic safeguard against the manipulation of financial statements, especially in times marked by heightened financial distress. Accordingly, the cultivation of strong governance frameworks may serve as a safeguard against the escalation of fraudulent financial behavior.
The Analysis of the Impact of Cloud Computing-Based Human Resource Information System Implementation on HR Management Efficiency in Multinational Companies Hasian, Irene; Purwadi, Anto; Nurliana Sirait, Friska
International Journal of Management Science and Information Technology Vol. 5 No. 2 (2025): July - December 2025
Publisher : Lembaga Otonom Lembaga Informasi dan Riset Indonesia (KITA INFO dan RISET)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/ijmsit.v5i2.5073

Abstract

This research examines the effectiveness of a cloud computing-based Human Resource Information System on the efficiency of HRM in MNCs. Cloud computing helps streamline, flex and integrate HR data management and mitigates the dependency on local infrastructure, which is expensive and time-consuming. This application also improve access on real-time data improving synchronization among distributed teams. Adopting a quantitative method and causal descriptive research design, this research incorporated 150 participants, representing 10 multinationals ICTs firms that have embraced the use of cloud-based HRIS. The data was obtained by the means of questionnaires and analysed with the help of descriptive statistics and multiple linear regression analysis. The findings suggest that the adoption of cloud-based HRIS has a positive impact on HRM efficiency in terms of cost efficiency, cycle time reduction, data accuracy and user satisfaction. This indicates that this system provides stronger support of HR management capabilities, especially in the case of MTCS operating in more than one country.
Information System Audit of FIF Mobile Collection at PT Federal International Finance POS Baros Using the COBIT 5 Framework Permana, Basuki Rahim Setya; Aryono, Gagah Dwiki Putra; Aliffito, Sadam Nazar
JINAV: Journal of Information and Visualization Vol. 6 No. 1 (2025)
Publisher : PT Mattawang Mediatama Solution

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35877/454RI.jinav4182

Abstract

This study aims to evaluate the governance and performance of the FIF Mobile Collection information system implemented at PT Federal International Finance POS Baros using the COBIT 5 framework. As mobile-based applications become critical tools in financial operations—particularly in billing and collection activities—ensuring their security, efficiency, and alignment with organizational goals is imperative. The COBIT 5 framework was adopted to assess the maturity and capability of IT processes, with a specific focus on the DSS05 process: Manage Security Services. Data was collected through observation, interviews, and documentation analysis, and evaluated using the COBIT 5 Process Assessment Model (PAM). The results of the audit show that the DSS05 process achieved Capability Level 3, meaning the process is well-defined and implemented but not yet fully measurable or optimized. The assessment revealed that Levels 1 and 2 were fully achieved, while Level 3 was largely achieved (60–66.66%), indicating the need for performance monitoring and continual improvement mechanisms. Several gaps were identified in the areas of risk management, incident response, and user training, which present potential threats to data security and system reliability. The findings also indicate partial alignment of the system with key enterprise goals such as customer service excellence, operational agility, and information-based decision-making. However, the lack of real-time monitoring, formalized response procedures, and predictive controls hinders the organization from achieving higher governance maturity. Recommendations include implementing automated security tools, conducting regular IT risk assessments, and enhancing user awareness programs. This study concludes that while the FIF Mobile Collection system delivers operational benefits, improvements in governance maturity—guided by COBIT 5—are essential to ensuring secure, efficient, and strategically aligned system performance in the long term.
Website-based Library Information System at SMK Muhammadiyah Adiwerna Muhamad Bakhar; Muchamad Sobri Sungkar; Ulil Albab
Jurnal Informasi dan Teknologi 2025, Vol. 7, No. 3
Publisher : SEULANGA SYSTEM PUBLISHER

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.60083/jidt.vi0.672

Abstract

This study aims to design and develop a web-based library information system to enhance the efficiency and accuracy of library management at SMK Muhammadiyah Adiwerna, Tegal Regency. The main issues previously encountered were error-prone manual recording, slow data retrieval, and difficulties in generating reports. The system was designed using the waterfall method with PHP as the programming language and MySQL as the database. The key features developed include book borrowing and returning records, book and member data management, as well as customized dashboard displays for administrators and users (teachers/students). System testing was conducted using the black box testing method on the main functionalities. The test results indicate that the system operates in accordance with the specifications and user requirements. This system has successfully improved the efficiency, speed, and ease of access to library information.
Evaluation of Information Security Readiness Using the KAMI Index 5.0 and ISO/IEC 27001:2022 Beri Novriyadi; Muhammad Jazman; Megawati Megawati; M. Afdal
Progresif: Jurnal Ilmiah Komputer Vol 21, No 2 (2025): Agustus
Publisher : STMIK Banjarbaru

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35889/progresif.v21i2.2882

Abstract

Information security evaluation is a crucial process for organizations to assess their level of readiness and to establish clear security management roles and responsibilities. Higher education institutions, such as Tuanku Tambusai University of Heroes, have significant responsibilities in safeguarding sensitive data. The institution maintains extensive records that include students' personal information, academic transcripts, financial data, and information relating to faculty and staff. Given that multiple organizational units access this information, ensuring data protection and compliance with privacy regulations is paramount. This research purposes to assess the readiness and maturity of information security at Tuanku Tambusai Heroes University using the KAMI Index version 5.0, using the ISO/IEC 27001:2022 standard. This assessment covers six information security domains and shows maturity levels ranging from I+ to II, which indicates that the institution is at an early stage of development, with only the fundamental framework established. In addition, the completeness of the ISO/IEC 27001 implementation was assessed as “Unqualified”, with a score of 379, corresponding to maturity levels I+ to II. These findings highlight the need for targeted improvements to meet the requirements for ISO/IEC 27001:2022 certification.Key word: Evaluation; ISO/IEC 27001:2022; Information Security; KAMI Index   AbstrakMengevaluasi keamanan informasi sangat penting bagi organisasi karena membantu menilai tingkat kesiapan keamanan informasi dan menentukan peran dan tanggung jawab manajer keamanan. Institusi pendidikan tinggi, seperti Universitas Pahlawan Tuanku Tambusai, bertanggung jawab untuk menjaga informasi sensitif. Institusi ini menyimpan sejumlah besar data mahasiswa, termasuk rincian pribadi, catatan akademis, informasi keuangan, dan data mengenai dosen dan staf. Karena banyak unit mengakses data ini, sangat penting untuk memastikan perlindungan dan kepatuhannya terhadap peraturan privasi. Studi ini bertujuan untuk menilai kesiapan dan kematangan keamanan informasi di Universitas Pahlawan Tuanku Tambusai menggunakan Indeks KAMI versi 5.0 dan standar ISO/IEC 27001:2022. Evaluasi, yang mencakup enam area keamanan informasi, mengungkapkan tingkat kematangan mulai dari I+ hingga II, yang menandakan bahwa institusi tersebut berada pada tahap awal, dengan hanya kerangka dasar yang tersedia. Lebih jauh, kelengkapan implementasi ISO/IEC 27001 dinilai sebagai "Tidak Memenuhi Syarat," dengan skor 379, juga dalam level I+ hingga II. Hasil ini menunjukkan perlunya perbaikan signifikan dalam tata kelola keamanan informasi untuk memenuhi persyaratan sertifikasi ISO/IEC 27001:2022.Kata kunci: Evaluasi; Indeks KAMI; ISO/IEC 27001:2022; Keamanan Informasi
Issue Information Vol 2 No 1 2025 Management, Environmental Agriculture
Environmental and Agriculture Management Vol 2 No 1 (2025): Environmental and Agriculture Management : May 2025
Publisher : Institute for Research and Community Service (LPPM), Universitas Islam Madura, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31102/eam.2.1.i-iii

Abstract

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