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The Use of C4.5 Algorithm for Classification of New Student Admissions in Vocational High Schools: Case Study: Piramida Rancaekek Vocational High School Budiman, Dheni Apriantsani; Indiani, Sri Rahayu
Jurnal Computech & Bisnis (e-journal) Vol. 19 No. 1 (2025): Jurnal Computech & Bisnis (e-Journal)
Publisher : LPPM STMIK Mardira Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56447/jcb.v19i1.395

The New Student Admission is a mandatory process conducted by all educational institutions to maintain the continuity of student cohorts within the educational framework. At Vocational High School Piramida, The New Student Admission process adheres to a traditional methodology, resulting in subjective and protracted selection procedures. Consequently, the author employs the C4.5 algorithm as a classification technique that produces decision trees from potential student data. The created system is intended to manage The New Student Admission process with greater efficiency and objectivity. This study utilizes descriptive analysis, and the system development adheres to Object-Oriented Software Engineering (OOSE) principles. The system architecture employs the PHP programming language in conjunction with the Laravel framework and a MySQL database. This study demonstrates that utilizing the C4.5 algorithm can enhance the efficiency and effectiveness of the student selection process, reduce errors, expedite data administration, and lead to a more objective student selection process. The method enhances information accessibility for prospective students, consequently augmenting its attractiveness to candidates.

Design Of Legal Aid Consultation Service System In One Of The Law Firm In Bandung Nurdianti, Jenny; Budiman, Dheni Apriantsani; Hamdani, Mohammad; Scantya, Miranti Andhita
Informatics Management, Engineering and Information System Journal Vol. 3 No. 1 (2025): Informatics Management, Engineering and Information System Journal
Publisher : LPPM STMIK Mardira Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56447/imeisj.v3i1.430

Law practice in Bandung provides professional legal consultation services characterized by high competence and integrity. It aspires to establish itself as a reliable law firm for both Indonesian and foreign populations, addressing their needs and concerns. This law firm in Bandung encounters the issue of insufficient online access to legal service information, necessitating clients to visit the office for consultations. Moreover, the scheduling of consultations and payment processing remain manual, rendering the procedure laborious and inefficient. An alternative option is presented to address these difficulties by deploying a dependable computerized system. This study seeks to establish a legal consultation service utilizing Information Technology (IT). The system is web-based, developed using the PHP programming language with the CodeIgniter 3 framework, and utilizes MySQL as its database management system. The author utilizes Object-Oriented Analysis Design (OOAD) in this research methodology.

Design Of Legal Aid Consultation Service System In One Of The Law Firm In Bandung Nurdianti, Jenny; Budiman, Dheni Apriantsani
Informatics Management, Engineering and Information System Journal Vol. 3 No. 1 (2025): Informatics Management, Engineering and Information System Journal
Publisher : LPPM STMIK Mardira Indonesia

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

Law practice in Bandung provides professional legal consultation services characterized by high competence and integrity. It aspires to establish itself as a reliable law firm for both Indonesian and foreign populations, addressing their needs and concerns. This law firm in Bandung encounters the issue of insufficient online access to legal service information, necessitating clients to visit the office for consultations. Moreover, the scheduling of consultations and payment processing remain manual, rendering the procedure laborious and inefficient. An alternative option is presented to address these difficulties by deploying a dependable computerized system. This study seeks to establish a legal consultation service utilizing Information Technology (IT). The system is web-based, developed using the PHP programming language with the CodeIgniter 3 framework, and utilizes MySQL as its database management system. The author utilizes Object-Oriented Analysis Design (OOAD) in this research methodology.

The Use of C4.5 Algorithm for Classification of New Student Admissions in Vocational High Schools: Case Study: Piramida Rancaekek Vocational High School Budiman, Dheni Apriantsani; Indiani, Sri Rahayu
Jurnal Computech & Bisnis (e-journal) Vol. 19 No. 1 (2025): Jurnal Computech & Bisnis (e-Journal)
Publisher : LPPM STMIK Mardira Indonesia

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

The New Student Admission is a mandatory process conducted by all educational institutions to maintain the continuity of student cohorts within the educational framework. At Vocational High School Piramida, The New Student Admission process adheres to a traditional methodology, resulting in subjective and protracted selection procedures. Consequently, the author employs the C4.5 algorithm as a classification technique that produces decision trees from potential student data. The created system is intended to manage The New Student Admission process with greater efficiency and objectivity. This study utilizes descriptive analysis, and the system development adheres to Object-Oriented Software Engineering (OOSE) principles. The system architecture employs the PHP programming language in conjunction with the Laravel framework and a MySQL database. This study demonstrates that utilizing the C4.5 algorithm can enhance the efficiency and effectiveness of the student selection process, reduce errors, expedite data administration, and lead to a more objective student selection process. The method enhances information accessibility for prospective students, consequently augmenting its attractiveness to candidates.

Design Of A Stock Management Information System Using The First In First Out (FIFO) Method In One Of The MSMEs In Bandung Rizki, Muhamad; Budiman, Dheni Apriantsani; Supriatna, Ade; Retnaldi, Eko
Informatics Management, Engineering and Information System Journal Vol. 3 No. 2 (2025): Informatics Management, Engineering and Information System Journal
Publisher : LPPM STMIK Mardira Indonesia

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

The stock management process is essential for SMEs, as one SME in Bandung employs a manual approach that often requires considerable time and data collection. The swift progression of technology facilitates the presentation of information with ease, speed, and efficiency. Manual stock management can be converted into a computerised system referred to as stock management information systems. A technology-driven stock management system will enhance efficiency by supplanting the manual system with a systematic approach. This project aims to analyze and develop a web-based stock management information system suitable for a small to medium-sized enterprise in Bandung. The research conducted is descriptive and utilises a qualitative methodology. The inventory management approach employed is FIFO (First In First Out), whereas the system development methodology adheres to the Waterfall SDLC model. Flowcharts, entity relationship diagrams, and data flow diagrams underpin the design. This stock management system is constructed with PHP as the programming language, Visual Studio Code as the code editor, XAMPP as the web server, and MySQL as the database. The implementation of the FIFO approach in inventory management is expected to resolve problems associated with dim sum being stored for extended periods in the warehouse, resulting from the prior flow of items, thereby enhancing the accuracy and efficiency of stock management. This research should be further developed into a mobile application to provide user access via cellphones.

Development Of The Nurul Hikmah Islamic Boarding School Website In Ciwidey District Bandung Regency Budiman, Dheni Apriantsani; Alpiyasin, Feri; Rohpandi, Dani; Susanto, Susanto; Manan, Hanan Abdul; Muttaqin, Yuyus; Rabbani, Danil Akbar; Shofa, Zahira; Safitri, Laila; Nurohmah, Santi
Jurnal Pengabdian Masyarakat: Bisnis dan Iptek (JPMBISTEK) Vol. 2 No. 2 (2025): Jurnal Pengabdian Masyarakat: Bisnis dan Iptek (JPMBISTEK)
Publisher : LPPM STMIK Mardira Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56447/48hppk13

The advancement of Islamic boarding schools can be improved by using internet-based information media, thereby facilitating widespread community access to information. This phase necessitates sufficient infrastructure that fulfills the institution's requirements. Moreover, creating a website requires specific skills and knowledge to ensure the content is readily accessible, aesthetically pleasing, and comprehensible to consumers. The community service team from STMIK Mardira Indonesia employed a descriptive, qualitative approach in developing the Pondok Pesantren Nurul Hikmah website, using the waterfall model within the Software Development Life Cycle (SDLC) stages. Upon completing the creation process, training is vital for management personnel, especially for operators and administrators who oversee website content. This website development enables the community to get information that is transparent, expedited, and comprehensible.

Design And Construction Of The Website For The Information And Service Center Of Cihaurbeuti State SLB Sudrajat, Jajat; Kusnandar, Toni; Emalia, Lilis; Budiman, Dheni Apriantsani; Oktavia, Oktavia
Jurnal Pengabdian Masyarakat: Bisnis dan Iptek (JPMBISTEK) Vol. 2 No. 2 (2025): Jurnal Pengabdian Masyarakat: Bisnis dan Iptek (JPMBISTEK)
Publisher : LPPM STMIK Mardira Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56447/ncxbd387

This community service initiative aims to create and implement a website that serves as an information hub and service platform for SLB Negeri Cihaurbeuti Ciamis, catering to students with special needs. The school faces challenges such as limited access to information, delays in data transmission, and inaccuracies that hinder communication among students, teachers, and parents. This activity employs a qualitative methodology with a case study design, incorporating comprehensive interviews and participatory observation to collect insights from all stakeholders. The findings of this activity reveal a critical necessity to revise the current information system and establish a more effective web-based platform. All stakeholders anticipate a cohesive, intuitive system that enhances communication and information dissemination. This program effectively demonstrated that digital technology can improve information accessibility and modernize communication practices in the educational setting. This community service initiative aims to lay the groundwork for subsequent advancements in information systems at SLB Negeri Cihaurbeuti and other educational institutions to enhance the quality of inclusive education.

Efficient Outlier Detection in Energy Analytics Using Isolation Forest and One Class SVM: A Comparative Study for Smart Grid Applications Budiman, Dheni Apriantsani; Sutikno, Tole; Fadlil, Abdul
Jurnal Accounting Information System (AIMS) Vol. 9 No. 1 (2026)
Publisher : Ma'soem University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32627/aims.v9i1.1913

Outlier detection is a critical task in informatics, particularly for analyzing large, complex datasets such as electrical energy consumption records. Identifying anomalies enables the recognition of abnormal usage patterns and potential non-technical losses, which are essential for ensuring reliability and efficiency in innovative grid systems. However, conventional supervised learning approaches are often unsuitable due to the unlabeled and imbalanced nature of real-world consumption data. To address the challenge of validating unsupervised models without ground truth, this study utilizes a controlled synthetic dataset with precise anomaly injection. This approach allows for a rigorous comparative evaluation of two widely adopted algorithms, Isolation Forest and One-Class Support Vector Machine (OC-SVM). The analysis examines detection accuracy, F1-score, and computational efficiency under identical experimental conditions. Results demonstrate that Isolation Forest consistently achieves superior performance, attaining a Detection Accuracy of 0.9948 and an F1-Score of 0.9478, significantly outperforming OC-SVM, which yielded an accuracy of 0.9521 and an F1-Score of only 0.5108. Furthermore, Isolation Forest proved to be exceptionally efficient, requiring only 0.9207 seconds for computation approximately 21 times faster than OC-SVM (19.9460 seconds). These advantages highlight its scalability and suitability for large-scale, near-real-time monitoring applications. Overall, the findings provide empirical evidence of Isolation Forest's effectiveness and offer practical guidance on algorithm selection for intelligent grid analytics

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