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Prediction Model for Diagnosing Heart Disease Using Classification Algorithm Pradini, Risqy Siwi; Anshori, Mochammad; Haris, M. Syauqi; Marilia, Busatto; Geraldo, Tostes
Journal of World Future Medicine, Health and Nursing Vol. 1 No. 2 (2023)
Publisher : Yayasan Pendidikan Islam Daarut Thufulah

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55849/health.v1i2.347

Abstract

Heart disease often causes death if not treated quickly and appropriately. Early diagnosis can prevent more serious complications and treat heart disease patients best. The existence of a disease prediction model can help health workers to diagnose diseases more quickly and accurately. The heart disease prediction model using a classification algorithm is a system built using machine learning techniques. The classification algorithm chosen is NN, Naive Bayes, Random Forest, and SVM because it is the best algorithm for predicting heart disease. This study makes a comparison of the four algorithms using a dataset of 918 instances with 11 features. The result is that the Random Forest algorithm produces the highest accuracy, with 86.8%, and has the best ability to distinguish classes based on the ROC curve.
PENGEMBANGAN SISTEM INFORMASI PEGAWAI DENGAN METODE EXTREME PROGRAMMING: STUDI KASUS : ITSK RS DR.SOEPRAOEN MALANG Fery Fajar, Muhammad; Siwi Pradini, Risqy; Naseh Khudori, Ahsanun
JATI (Jurnal Mahasiswa Teknik Informatika) Vol. 8 No. 1 (2024): JATI Vol. 8 No. 1
Publisher : Institut Teknologi Nasional Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36040/jati.v8i1.8363

Abstract

Perkembangan teknologi di berbagai bidang merupakan suatu hal yang umum terjadi. Salah satu bidang yang didukung adalah sumber daya manusia. Adanya teknologi akan mendukung kinerja bidang sumber daya manusia untuk mencapai tujuan bidang SDM. Bidang SDM membutuhkan teknologi informasi untuk mengelola seluruh kegiatan pegawai dalam menyelesaikan tugasnya sesuai tujuan organisasi yang dinaunginya. Tapi pada penerapannya masih banyak organisasi yang belum bisa menerapkan sistem untuk bidang sumber daya manusia dengan tepat. Dalam rangka melakukan integrasi data seluruh pegawai dan dosen pada kampus Institut Teknologi Sains dan Teknologi (ITSK) perlu dilakukan pengembangan SIMPEG (sistem informasi pegawai) yang diharapkan informasi pegawai dapat lebih efektif dan efisien. Sistem ini dikembangkan untuk nantinya digunakan sebagai sistem yang mendukung pendataan, penyimpanan dan pengolahan data pegawai, data penggajian, data absensi seluruh pegawai dan dosen di ITSK menjadi lebih efektif dan efisien. Pengembangan SIMPEG dikembangkan dengan metode Extreme Programming. Metode ini mendukung proses pengembangan SIMPEG, dengan kebutuhan Kampus ITSK RS.DR Soepraoen untuk dapat melakukan integrasi data pegawai dan DOSEN. SIMPEG dikembangkan dengan metode tersebut sehingga terbentuk dua (2) peran aktor untuk melakukan input dan proses pada sistem yaitu admin dan pegawai/dosen. Setelah pengembangan selesai dilakukan SIMPEG juga telah melalui pengujian Black Box dengan hasil akhir semua fungsi berhasil dan pengujian diterima.
HUMAN-CENTERED DESIGN UNTUK PERANCANGAN MEDIA REHABILITASI PASCA STROKE BERBASIS AUDIO VISUAL Danis Rifa Nurqotimah; Ahsanun Naseh Khudori; Risqy Siwi Pradini
Nusantara Hasana Journal Vol. 4 No. 3 (2024): Nusantara Hasana Journal, August 2024
Publisher : Yayasan Nusantara Hasana Berdikari

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59003/nhj.v4i3.1193

Abstract

Stroke is a condition that makes a person's whole body or part of his body paralyzed. The leading cause of death and disability in the world is Stroke. Each year, there are more than 12.2 million new Stroke cases, and more than 101 million people with this condition. With proper care and prompt therapy, Stroke patients can recover. The study aims to design visual media for post-Stroke rehabilitation. The method applied in this research is a combination of ISO 9241-210:2019 Human-Centered Design, persona, and expert validation. The stages of designing audio visual media consist of pre-production, production and editing. Finally, this study produces audio-visual media for post-Stroke rehabilitation that has been validated by experts.
Smart Health Village berbasis Web sebagai Media Informasi Kejadian Bencana Hastuti, Apriyani Puji; Roesardhyati, Ratna; Kurniawan, Ardhiles Wahyu; Ambarika, Rahmania; Pradini, Risqy Siwi
Yumary: Jurnal Pengabdian kepada Masyarakat Vol. 4 No. 3 (2024): Maret
Publisher : Penerbit Goodwood

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35912/yumary.v4i3.2679

Abstract

Purpose: The aim of community services was to socialize and inform Balakarcana officers to report information about disaster events. Disaster-prone areas have the potential for natural disasters such as earthquakes, mountain eruptions, and landslides caused by activity or movement from the bottom of the earth. Understanding the potential for natural disasters in each region is an anticipatory step toward minimizing the number of victims of natural disasters. Precise and accurate information is required for disaster management. The community also experiences difficulties in receiving information and submitting reports on the village conditions. In this community service activity, a web-based smart health village application was developed so that it could be accessed by all residents of the local area. Methodology: The method of implementing this activity consists of the design stage, application creation, system design, outreach and training, and trial reporting of information on disaster events based on the smart health village concept in the Poncokusumo Region, Malang Regency, from July to October 2023. Results: This service is an application system for reporting information on disaster events to increase community preparedness for disasters. This web-based application system allows the community (users), admins (task force), and verifiers (village officials) to access anywhere and at any time, thereby increasing the capability and quality of human resources in disaster preparedness and disaster-prone areas. Limitations: People who do not have Internet access experience difficulties in receiving information and submitting reports regarding village conditions. Contribution: Utilization of web-based information systems to make it easier for village officials to validate disaster events and as an effort to improve disaster preparedness.
Klasterisasi Peserta KB Aktif di Desa Kalirejo Lawang Menggunakan Metode K-Means Ningrum, Afifah Vera Ferencia Fitria; Anshori, Mochammad; Pradini, Risqy Siwi
Jurnal Indonesia : Manajemen Informatika dan Komunikasi Vol. 6 No. 1 (2025): Januari
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat (LPPM) STMIK Indonesia Banda Aceh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/jimik.v6i1.1273

Abstract

The Family Planning (KB) program in Kalirejo Lawang Village faces challenges in the process of clustering active participants, which is time-consuming and prone to errors. Based on these challenges, a clustering solution using the K-Means algorithm was proposed. Experiments were conducted by testing the number of clusters from 2 to 8 and evaluating them using the silhouette score. The results of the study showed that the optimal number of clusters is two, as indicated by a silhouette score of 0.447. This value represents the best clustering quality compared to other cluster numbers, where the scores for clusters 3 to 8 did not exceed this value. This demonstrates that clustering into two groups provides the most optimal results. Lower scores for clusters 3 to 8 indicate that dividing the clusters into more groups did not create clear separations or worsened the cohesion within clusters. The conclusion of this study shows that the K-Means method can be applied and is reliable for clustering active KB participants in Kalirejo Lawang Village. With its speed and accuracy, K-Means offers a significant solution to improving the efficiency of the KB program at the village level. The practical implication of this research is to provide a more structured basis for planning and decision-making in the KB program at the village level. These findings mark an important step in optimizing the management of KB program data, opening opportunities for broader implementation in other areas.
Analisis dan Rekomendasi Keamanan Website Kampus X Menggunakan ISSAF Saputra, Dio Wahyu; Pradini, Risqy Siwi; Anshori, Mochammad
Jurnal Indonesia : Manajemen Informatika dan Komunikasi Vol. 6 No. 1 (2025): Januari
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat (LPPM) STMIK Indonesia Banda Aceh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/jimik.v6i1.1306

Abstract

The security of educational institution websites is critical in the digital era, especially with the increasing reliance on web-based services. This study evaluates the security of the Campus X website in Malang City using ISSAF (Information Systems Security Assessment Framework). The research stages include information gathering, network mapping, vulnerability identification, and penetration testing. At the vulnerability identification stage, tools such as OWASP ZAP and Acunetix detect security holes in web applications. The results show that the server has implemented the TLS protocol with basic security configuration. Still, several vulnerabilities exist, such as unnecessary open ports and deficiencies in the security header settings. Scanning using OWASP ZAP identified 24 security alerts, 12.5% of which were categorized as high risk, including SQL Injection and a lack of Content Security Policy (CSP). Additionally, DDoS attack simulations demonstrated server resilience, but testing showed the need for security improvements in other aspects. Key recommendations include implementing DNSSEC, closing unused ports, adding CSP headers, and improving protection against web application-based attacks. This research emphasizes the importance of a holistic and ongoing approach to website security management, including regular audits and real-time monitoring. With this strategy, institutions hope to strengthen their security posture, protect digital assets, and minimize the risk of ever-growing cyber attacks.
Implementation of Extreme Programming (XP) in the Development of Dental Clinic Information Systems Bintang Pramudya; Dinda Chesar Putri Ramadhani; Hilda Nuzulul Mujaddidah; Risqy Siwi Pradini
Journal of Enhanced Studies in Informatics and Computer Applications Vol. 2 No. 1 (2025): JESICA Vol. 2 No. 1 2025
Publisher : Institut Teknologi, Sains, dan Kesehatan RS.DR. Soepraoen Kesdam V/BRW

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47794/jesica.v2i1.22

Abstract

Along with the development of information technology, dental clinics are required to improve efficiency and quality of service through an integrated information system. This study aims to develop a web-based Dental Clinic Information System using Laravel with the Extreme Programming (XP) method as its development approach. This system is designed to manage electronic medical records, examination schedules, drug stock, and patient bills efficiently, according to the Regulation of the Minister of Health of Indonesia Number 24 of 2022 concerning electronic medical records. This research method involves four stages in XP: planning, design, coding, and testing. At the design stage, Use Case and Activity Diagram modeling are created to ensure the system meets user needs. The system implementation uses Laravel Filament to build an integrated admin dashboard. Testing is carried out using Black-Box Testing to ensure all features function properly. The results of the study show that the developed system can improve the operational efficiency of dental clinics, reduce manual recording errors, and speed up the administration process. With the XP approach, system development becomes more flexible and adaptive to changes in user needs. It is hoped that this system can be applied in small to medium-scale dental clinics to improve the quality of health services.
SECURITY ANALYSIS OF COLLEGE WEBSITES USING VULNERABILITY ASSESSMENT METHOD Dio Wahyu Saputra; Risqy Siwi Pradini; Mochammad Anshori
International Journal of Computer Science and Information Technology Vol. 2 No. 1 (2025): IJCOMIT Vol 2 No 1
Publisher : Computer Science Department, Malang National Institute of Technology

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36040/ijcomit.v2i1.13206

Abstract

Web application security, especially on college websites, is a critical aspect in maintaining data integrity and protecting users from cyber threats. This research evaluates the security of college websites using the vulnerability assessment method. By utilizing tools such as OWASP ZAP and penetration testing techniques, this research identifies weaknesses at various security layers, including vulnerabilities to Path Traversal attacks, SQL Injection, and deficiencies in the implementation of HTTP security header settings. The analysis shows that the main vulnerabilities are caused by a lack of input validation, inadequate security configuration, and the use of outdated software libraries. This research provides practical solutions such as strengthening security configurations, system updates, and implementing modern security policies to mitigate risks. These findings aim to enhance the security of college websites and create a safer online environment.