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Pendekatan Hybrid K-Means SMOTE dan Logistic Regression Untuk Deteksi Dini Diabetes Mellitus Pada Imbalanced Data Salam, Abdus; Azhari, Lukman; Septarini, Ri Sabti; Heriyani, Nofitri
Bulletin of Computer Science Research Vol. 5 No. 3 (2025): April 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bulletincsr.v5i3.502

Abstract

The increasing global prevalence of Diabetes Mellitus necessitates more accurate early detection efforts, particularly through machine learning-based approaches. However, one of the main challenges in medical classification lies in data imbalance, where the number of diabetic cases is significantly lower than that of non-diabetic ones. This study aims to develop a hybrid model by integrating Logistic Regression and K-Means SMOTE to enhance the sensitivity of early detection for Diabetes Mellitus, especially toward the minority class. Logistic Regression is chosen for its computational efficiency and interpretability, while K-Means SMOTE plays a role in balancing class distribution by generating synthetic samples in a structured manner based on clusters of minority class data. The dataset used consists of 2,000 records with 9 health-related features, obtained from the Kaggle platform. Evaluation results indicate that the model utilizing K-Means SMOTE achieves the best performance, with an accuracy of 82.00%, an F1-score of 72.73% for the Diabetes class, and the highest ROC-AUC score of 87.48%. Compared to models without oversampling and with standard SMOTE, this approach improves model generalization and sensitivity to positive cases. These findings have practical implications for the development of fairer and more effective machine learning-based early detection systems, particularly for implementation in healthcare facilities with limited resources.
Register Collection of Employee Reports at Secretariat Aceh Reintegration Agency Muntasir; Salam, Abdus; Bahruni
Journal Dekstop Application (JDA) Vol. 1 No. 1 (2022): June
Publisher : Divisi Riset, Lembaga Mitra Solusi Teknologi Informasi (L-MSTI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/jda.v1i1.99

Abstract

The aim of this research is; knowing the data collection on employee report registers at the Aceh Reintegration Agency Secretariat, and designing desktop-based data collection on employee report registers at the Aceh Reintegration Agency Secretariat. The development method used is prototyping and this application is designed using VB.NET while the evaluation process is carried out based on 4 categories, namely Content, Organization and Readability, Navigation, User Interface Design and Performance and Effectiveness. From the results of research and observations that have been carried out at the Aceh Reintegration Agency (BRA), it can be concluded that; 1) With the employee registration information system at the Aceh Reintegration Agency (BRA) it becomes precise, and accurate, especially in the personnel section, and getting information about the employee becomes easier, 2) This information system is able to overcome the problems that often occur in the Reintegration Agency Aceh (BRA) difficulties in controlling and supervising employee data and reporting which can avoid delays in making employee reports every year and for a certain period of time, and 3) Developing an information system program to obtain quality information, and 4) Based on the evaluation of the current desktop application display With the prototype design, it is known that each category has an increase in the usability value. Content, Organization and Readability previously had a value of 0.53 and increased to 0.73. The Navigation category was previously 0.42 to 0.62. The previous User Interface Design category was 0.42 to 0.64 and the previous Performance and Effectiveness category was 0.67 to 0.68.
SIMULASI BACKUP DATA DI GOOGLE DRIVE DENGAN RCLONE PADA UBUNTU VIRTUALBOX DI SMA YAPPENDA Pernando, Frengki; Salam, Abdus; Verra, Lie; Ferdiansyah, Dimas Galih; Fadillillah, Shabian Dylan; Firmansyah, Aditya; Pasaribu, Nurliana; Mumtaz, Muhammad Reynaldi
BERDIKARI Vol 8, No 01 (2025): Jurnal Berdikari
Publisher : Universitas 17 Agustus 1945 Jakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52447/berdikari.v8i01.8432

Abstract

Kegiatan pengabdian masyarakat ini dilaksanakan di SMA Yappenda Jakarta Utara dengan tujuan memberikan pemahaman mengenai keamanan data dan proses pencadangan data (backup) ke Google Drive. Kegiatan ini terdiri dari dua tahap utama, yaitu penyampaian materi melalui presentasi PowerPoint dan simulasi teknis oleh tim pengabdian. Materi mencakup pengenalan konsep virtualisasi menggunakan VirtualBox, dan penggunaan Rclone untuk menghubungkan sistem lokal dengan Google Drive. Simulasi dilakukan oleh salah satu anggota tim dengan menggunakan laptop yang telah terpasang VirtualBox, mengingat tidak semua komputer di laboratorium sekolah mendukung instalasi sistem dan jaringan yang dibutuhkan. Keterbatasan waktu dan perangkat membuat siswa tidak melakukan praktik langsung, namun partisipasi aktif mereka terlihat dalam sesi tanya jawab. Kegiatan ini tetap berhasil memberikan gambaran menyeluruh tentang pentingnya keamanan data serta langkah teknis untuk melakukan backup ke cloud.Kata Kunci: Keamanan data, backup, Google Drive, Rclone, VirtualBox, Ubuntu
MOTIVASI DAN BEBAN KERJA TERHADAP KINERJA KARYAWAN BAGIAN QUALITY CONTROL DI PT. XYZ KABUPATEN SERANG Permana, Angrian; Munir Hidayat, Asep; Rinah; Salam, Abdus; Siti Ropiah, Eva
Jurnal Fakultas Ilmu Keislaman UNISA Kuningan Vol. 6 No. 2 (2025): Jurnal Fakultas Ilmu Keislaman UNISA Kuningan
Publisher : Jurnal Fakultas Ilmu Keislaman UNISA Kuningan

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

Abstract

Penelitian ini bertujuan untuk mengetahui pengaruh variabel motivasi kerja terhadap kinerja karyawan, pengaruh beban kerja terhadap kinerja karyawan dan pengaruh motivasi kerja dan beban kerja secara simultan terhadap kinerja karyawan. Penelitian ini menggunakan metode kuantitatif dengan analisis berupa regresi. Populasi dalam penelitian ini adalah karyawan bagian quality control sebanyak 120 karyawan dengan pengambilan sampel menggunakan rumus Slovin dengan tingkat kesalahan yang ditoleransi sebesar 5% diperoleh sample sebanyak 92 responden dengan alat bantu menggunakan SPSS. Hasil penelitian ini motivasi kerja berpengaruh positif dan signifikan terhadap kinerja karyawan, beban kerja berpengaruh positif dan signifikan terhadap kinerja karyawan, motivasi kerja dan beban kerja berpengaruh positif dan signifikan secara simultan terhadap kinerja karyawan.
Sistem Pengambilan Keputusan Penentuan Lokasi Beauty Shop Menggunakan Metode Simple Additive Weighting (SAW) Salam, Abdus; Fathurrahmad
Journal Innovations Computer Science Vol. 1 No. 1 (2022): May 2022
Publisher : Yayasan Kawanad

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56347/jics.v1i1.24

Abstract

The purpose of this study was to design and develop a decision support system for the location of a salon or beauty shop in Aceh Province. In this study, the authors used observation and interview techniques by implementing SAW in the analysis and waterfall as a software development method. This study succeeded in making a Decision Making System for Determining Salon Business Locations in Aceh Province Using the SAW Method and this study succeeded in performing alternative rankings from the weight calculation results for Determining Salon Business Locations in Aceh Province using SAW (Simple Additive Weighting). The suggestions that the author wants to convey after making observations are for further development, the system is expected to be able to combine several other methods as a comparison of alternative ranking results and need further development in the reporting process, because this system is still very simple in displaying reports so that in the future there will be more use more detailed graphics.
Perancangan Sistem Informasi Laundry pada CV. XYZ Ismail; Salam, Abdus
Journal Innovations Computer Science Vol. 1 No. 1 (2022): May 2022
Publisher : Yayasan Kawanad

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56347/jics.v1i1.27

Abstract

The purpose of this research is to design an information system application for CV. XYZ to assist in handling various administrations to reporting. In recording and processing transaction data, CV. XYZ already has its own system, such as recording customer names, ordering services and shipping still using paper and the system used in recording such as data on goods washed from customers is still conventional so it is still less efficient in terms of processing time. For this reason, a computerized system is needed that is able to present data quickly and precisely so that the smooth running of business operations can be further improved. In the application development process using the PXP (Personal Extreme Programming) model. From the results of research and observations that have been made on CV. XYZ, it can be concluded; From the results of making a web-based laundry information system, it becomes easy to manage CV laundry transaction reporting. XYZ to laundry reports quickly, and can handle and control and supervise laundry transaction data, create invoices that can avoid delays and in making laundry reports for every transaction activity.
Perancangan Aplikasi Manajemen Akreditasi sebagai Layanan Peningkatan Mutu Institusi Wali , Muhammad; Syarifuddin; Iqbal, Taufiq; Salam, Abdus
Journal Innovations Computer Science Vol. 1 No. 1 (2022): May 2022
Publisher : Yayasan Kawanad

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56347/jics.v1i1.29

Abstract

The specific purpose of the research is to generate concepts and develop new models to assess higher education performance by referring to Study Program Accreditation (APS 4.0) and Institutional Accreditation (APT 3.0) BAN-PT which can monitor and evaluate quality performance, and document in accordance with accreditation instruments, as well as implement an intelligent system algorithm that is able to assess the quality of higher education performance. Broadly speaking, this research is divided into three stages of research, namely pre-development data collection, development and implementation, and post-development data collection. From the results of the distribution of questionnaires on the use of the application, it has been seen from the support and Universities that relatively positive needs are needed as applications to support the accreditation process. At the end of 2020, this application has been implemented for PT AMIK Indonesia's accreditation activities and the response from Assessors has been very good and this application can replace the use of Google Drive as a documentation medium in the accreditation assessment process. The use of the flutter framework supports attractive visualizations with a fast development process.
Workshop Metode Pengajaran Al-Qur'an dengan Bantuan Komputer (Computer Assisted Learning) Salam, Abdus; Ihsanuddin, Ihsanuddin; Imilda, Imilda; Hajriyanti, Rahmi; Zahra, Rita; Ismail, Ismail
Jurnal Pengabdian Masyarakat Nusantara (JPMN) Vol. 5 No. 1 (2025): Februari - Juli 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/jpmn.v5i1.3675

Abstract

The rapid development of information and communication technology has had a significant impact on various sectors, including education. The integration of technology in Quranic education offers great potential to enhance the quality of learning. This study aims to develop a workshop focusing on the implementation of the Computer Assisted Learning (CAL) method in Quranic instruction. The workshop is designed to equip educators with technical skills in utilizing educational technology, such as interactive tajwid simulators, audio tools, and automatic evaluation systems. Research indicates that the use of technology can significantly improve student motivation and the effectiveness of Quranic education. Akrami (2024) found that mobile-based applications effectively enhance student learning outcomes, while Hakimi (2024) emphasized the importance of flexible and interactive approaches in teaching. Through this workshop, educators are expected to apply technology effectively within Quranic curricula, thereby improving teaching quality and enriching students' learning experiences.
PENGENALAN MEDIA ANIMASI PEMBELAJARAN INTERAKTIF ADOBE ANIMATE BAGI SISWA/I SMP NEGERI 140 JAKARTA Zalianti, Nabila Reva Zalianti; Ramadhan, Muhammad Lutfi; Nugroho, Adityo; Raditya, Muhammad Riza; Putri, EE Lailatul; Salam, Abdus; Rofii, Ahmad; James, Bobby Arvian
KAMI MENGABDI Vol 5, No 1 (2025): KAMI MENGABDI
Publisher : Universitas 17 Agustus 1945 Jakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52447/km.v5i1.7719

Abstract

Kegiatan pengabdian masyarakat yang dilakukan di SMP Negeri 140 Jakarta bertujuan untuk memperdalam pemahaman siswa-siswi tentang teknologi yang sedang berkembang pesat. Kegiatan ini diharapkan dapat meningkatkan minat dan pemahaman siswa terhadap teknologi melalui materi yang disampaikan oleh mahasiswa. Mahasiswa menggunakan metode pengajaran yang interaktif dan menarik, seperti demonstrasi langsung, eksperimen sederhana, dan diskusi kelompok. Materi yang disampaikan mencakup berbagai aspek teknologi yang relevan dan aplikatif, sehingga siswa dapat melihat penerapan langsung teknologi dalam kehidupan sehari-hari. Hasil kegiatan ini menunjukkan antusiasme dan minat yang tinggi dari siswa-siswi SMP Negeri 140 Jakarta dalam mempelajari materi yang disampaikan. Mereka mendapatkan pengalaman berharga dengan melihat langsung proses pembuatan slide media interaktif dan penjelasan mendalam mengenai teknologi. Kegiatan ini juga memberikan kesempatan bagi mahasiswa untuk berinovasi dalam menyampaikan pengetahuan dan membagikan ilmu yang mereka miliki. Pengalaman ini sangat berharga bagi siswa dan mahasiswa. Para siswa mendapatkan tambahan wawasan dan motivasi untuk mengeksplorasi lebih lanjut bidang teknologi, sementara mahasiswa memperoleh pengalaman berharga dalam berkomunikasi dan berinteraksi dengan masyarakat. Dengan demikian, kegiatan ini tidak hanya bermanfaat bagi siswa-siswi SMP Negeri 140 Jakarta, tetapi juga bagi mahasiswa yang terlibat. Diharapkan kegiatan ini dapat menciptakan generasi muda yang lebih siap dan kompeten menghadapi tantangan di era digital, serta berkontribusi pada kemajuan masyarakat dan bangsa.
Social Innovation of Tourism Village: Asset-based Community Development in East Rombiya Village, Madura, Indonesia Salam, Abdus; Sihidi, Iradhad Taqwa; Akmalia, Naila Febrina; Hardini, Hevi Kurnia
JSW (Jurnal Sosiologi Walisongo) Vol. 9 No. 1 (2025)
Publisher : Faculty of Social and Political Sciences - UIN Walisongo Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21580/jsw.2025.9.1.26980

Abstract

East Rombiya Village, Sumenep, Madura, is a compelling example of a region actively advancing sustainable village tourism by leveraging its local potential. This study aims to analyze the social innovation initiated by the Village Government through the Village-owned Enterprises (BUMDes) in developing the "Somber Rajeh" tourist destination using an Asset-based Community Development (ABCD) approach, and its impact on community empowerment and the village economy. The research method used is qualitative, with data collection through observation, in-depth interviews, and documentation involving the village government, BUMDes managers, and the local community. The results show that the implemented social innovation successfully transformed natural springs into sustainable tourist attractions, created new jobs, increased the village's local income, and strengthened community participation in tourism management. The analysis reveals that synergy among the village government, BUMDes, and the local community is the critical success factor of inclusive and independent tourism development. This study suggests that local assets can be leveraged to generate effective solutions for sustainable village development, grounded in community empowerment.
Co-Authors Abdul Karim Adityo Nugroho, Adityo Afkar, M.Khadafi Ahdiani Hayati, Lena Ahmad Rofii Akbar, Rasyan Akmalia, Naila Febrina Al Bahri, Fauzan Putraga Al-Maamari, Abdulwahab Abdullah Almeida, Giovani Costa Alvien Septian Haerisma Amri Amin Angrian Permana, Angrian Anisa Fitria Utami Apriliani, Andhini Asep Nugraha, Asep Aspandi, Ade Azhari, Lukman Aziz, Muhammad Fauzan Bachrul Ulum Bahruni . Cahya, Ilham Dwi Dede Rosyada Deik, Ghiyas Ahmed Ediyanto Eva Siti Ropiah Fadillillah, Shabian Dylan Fatani, Muhammad Fathurrahmad Ferdiansyah, Dimas Galih Firmansyah, Aditya Fitri Meliani, Fitri Gatra, Rahmadhan Ghazali, Ziyadul Ifdhal Habibah, Muzayyidatul Hajriyanti, Rahmi Hamonangan, Andhika Daniel Harry Aprianto Heriyani, Nofitri Hevi Kurnia Hardini Hilfanzi, Mendra Ihsanuddin Ihsanuddin Imilda Imilda, Imilda Iqbal, Taufiq Iradhad Taqwa Sihidi Irawati Irmayana Irpani, Ayit Ismail Ismail Ismail Jajat, Dede James, Bobby James, Bobby Arvian Jibril, Mohammad Khana, Rajes Kristiawan, Niko Kurniawan, Muhammad Rizky Dwi Kurniawan, Wahyudi Lita Permata Sari Mabrurrosi, Mabrurrosi Maharani, Shinta Aulia Mahmud, Basri Marjuki Marjuki Marliani, Lina Miftahul Jannah Miswar Muammar Muhamad Ridwan Muhammad Faisal Muhammad Riza Muhtadin Mujiburrahman Mujiburrahman Mumtaz, Muhammad Reynaldi Munawir Munawir Munir Hidayat, Asep Muntasir, Muntasir Muttaqin, Muhammad Azhar Nazariyanti Nisa, Fauzatul Laily Nuryatimah, Yayat Pasaribu, Nurliana Perani Rosyani Pernando, Frengki Putri, EE Lailatul Qushary, Muhammad Al R, Jalaluddin Iman Rachman, Muhammad Afif Raditya, Muhammad Riza Rahma Pambudi, Aditya Rahmawati, Cut Ramadhan, Leo Berliandri Ramadhan, Muhammad Lutfi Ridwan, Jauhan Nuari Ridwan, Jauhar Nuari Rinah Sahruddin, Sahruddin Saputra, Ilyas Sari, Silvia Agustina Wulan Septarini, Ri Sabti Setyo Wahyu Sulistyono Siti Ropiah, Eva Sobirin Sobirin Sujata, Tatang Suwandana, Endan Syafrinal Syamsul Huda Syarifuddin Syaripudin, Mohamad Tampubolon, Parlindungan Tasti, Andi Thalita Thaariq, Ath Tundo, Tundo Verra, Lie Wafie, M. Sholeh Wagiman, Wagiman Wahyuni, Neneng Wali , Muhammad Watekhi Watekhi Wijonarko, Panji WINARNO Yana Syafriyana Hijri Yunita Sari yusuf, muhammad maulana ZAHRA, RITA Zain, Zahra Nasywa Zalianti, Nabila Reva Zalianti