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Application of the Adaptive Boosting Method to Increase the Accuracy of Classification of Type Two Diabetes Mellitus Patients Using the Decision Tree Algorithm Hao Chieh Chiua; Robbi Rahim; Mahmud Mustapa; Kamaruddin; Akbar Hendra; Asnimar; Abigail, Omita
Ceddi Journal of Information System and Technology (JST) Vol. 2 No. 2 (2023): December
Publisher : Yayasan Cendekiawan Digital Indonesia (CEDDI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56134/jst.v2i2.47

Abstract

One of the data mining processes that is often used in machine learning is the data classification process. A decision tree is a classification algorithm that has the advantage of being easy to visualize because of its simple structure. However, the decision tree algorithm is quite susceptible to incorrect classification calculations due to the presence of noise in the data or imbalance in the data, which can reduce the overall level of accuracy. Therefore, the decision tree algorithm should be combined with other methods that can increase the accuracy of classification performance. Machine Learning is used through an artificial intelligence approach to solve problems or carry out optimization. Adaptive Boosting is used to optimize classification calculations. This study aims to examine the performance of Adaptive Boosting in the process of classifying second-degree diabetes mellitus patients using the Decision Tree algorithm. Diabetes mellitus is known as a chronic condition of the human body, the cause of which is an increase in the body's blood sugar levels because the body is unable to produce insulin or is unable to utilize insulin effectively, which is usually referred to as hyperglycemia.. By using a 60:40 data split, the Decision Tree algorithm produces an accuracy value of 95.71%, while the Adaptive Boosting-based Decision Tree results reach a value of 98.99%.
National Exam Try Out Application Design At SMP Negeri 35 Makassar Angraini, Dewi; Ernie C. Avila; Robbi Rahim; Supriadi Sahibu
Ceddi Journal of Education Vol. 2 No. 2 (2023): December
Publisher : Yayasan Cendekiawan Digital Indonesia (CEDDI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56134/cje.v2i2.56

Abstract

The problem with the current system is that Try Out for the National Examination at SMP Negeri 35 Makassar is still done manually, therefore I provide a solution for designing the Try Out application, which produces an application that can help students in preparation for the National Examination. This research aims to design an effective and efficient national exam try-out application at SMP Negeri 35 Makassar, implementing the Dynamic System Development Method (DSDM) at SMP Negeri 35 Makassar. This data was obtained through literature studies and interviews. Data analysis uses PHP programming scripts and MySQL data. The results of this research show that the Try Out application is user-friendly, has an attractive appearance, and has complete features that can make things easier for students, especially in carrying out Try Outs, so that the process of processing test results is more effective and efficient, the Try Out Application is quite good, useful for users and so needed that it was declared feasible based on the tests carried out, with an average score of 86.00% from 44 respondents.
Design of a Web-Based Goods Inventory Information System for an Office Stationery Store Pathak, Vijey North Sandep; Robbi Rahim; Rahmania; Kamaruddin; Erwin Gatot Amiruddin
Ceddi Journal of Information System and Technology (JST) Vol. 3 No. 2 (2024): December
Publisher : Yayasan Cendekiawan Digital Indonesia (CEDDI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56134/jst.v3i2.80

Abstract

Hasco Stationery Store, located on Jalan Perintis Kemerdekaan Km 09, is a business specializing in printing and office stationery sales. Effective management of stock availability, purchasing, and sales processes is crucial to meeting customer needs. Prior to implementing an integrated information system, inventory management at the store was performed manually by employees, who relied on estimates and experience to record stock, check inventory, and place purchase orders. This manual approach proved inefficient and prone to errors, including inaccurate stock calculations, recording mistakes, and data loss. To address these challenges, this study employed the waterfall development method to design and implement a web-based inventory information system aimed at enhancing the efficiency and accuracy of inventory management processes. Data were collected through interviews with the store owner, direct observations, and analysis of relevant documents, supplemented by a literature review on stock management principles and information system development. The resulting system simplifies stock management, reduces errors, and improves overall operational efficiency, providing a robust solution for inventory management at the Hasco Stationery Store.
Peningkatan Layanan Pelanggan dan Citra Profesional Karyawan melalui Kecerdasan Emosional pada Sektor Pariwisata Nazmah; M.safii; Robbi Rahim
Bersama : Jurnal Pengabdian Masyarakat Vol. 3 No. 2 (2025): Bersama : Jurnal Pengabdian Masyarakat
Publisher : CV. Doki Course and Training

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61994/bersama.v3i2.1144

Abstract

Industri pariwisata merupakan sektor jasa yang sangat bergantung pada kualitas layanan antarindividu. Salah satu tantangan utama yang dihadapi pelaku usaha pariwisata di Medan adalah rendahnya kecerdasan emosional karyawan, yang berdampak pada kualitas layanan dan citra profesional usaha. Kegiatan pengabdian masyarakat ini bertujuan untuk meningkatkan kompetensi kecerdasan emosional karyawan sektor pariwisata melalui program pelatihan berbasis kebutuhan lokal. Metode yang digunakan meliputi asesmen kebutuhan, penyusunan modul pelatihan, pelaksanaan pelatihan intensif, simulasi layanan, monitoring, dan evaluasi dampak. Sebanyak 20 orang karyawan dari berbagai unit layanan pariwisata di Medan mengikuti pelatihan ini. Hasil pengukuran menunjukkan adanya peningkatan rerata skor kecerdasan emosional peserta dari 69,5 sebelum pelatihan menjadi 74,3 setelah pelatihan. Peningkatan terbesar terjadi pada aspek pengendalian emosi dan empati. Selain itu, program ini berdampak positif terhadap kepercayaan diri peserta, kualitas layanan pelanggan, dan persepsi profesionalisme usaha mitra. Kegiatan ini membuktikan bahwa pelatihan kecerdasan emosional berbasis lokal efektif diterapkan di sektor pariwisata UMKM dan direkomendasikan untuk direplikasi di daerah wisata lain.