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Penerapan Algoritma Decision Tree Dengan Optimasi Parameter Dalam Memprediksi Reaksi Autoimun Akibat Obat saifudin; Fadlilah, Nuzul Imam; Nouvel, Ahmad; Sunanto, Sunanto
Informatics and Computer Engineering Journal Vol 5 No 2 (2025): Periode Agustus 2025
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat (LPPM) Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/icej.v5i2.9157

Abstract

In the latest developments in medical technology, machine learning, especially the application of the Decision Tree algorithm, is becoming an increasingly popular approach for large-scale health data analysis. Decision Tree is known for its ability to identify hidden patterns in clinical data with interpretation that is easy for medical professionals to understand. Through the process of parameter optimization, the accuracy of the model can be significantly improved, allowing for more precise predictions of possible autoimmune reactions due to the use of certain drugs. The use of Decision Tree-based predictive models with optimized parameters not only strengthens clinical decision-making, but also paves the way for more personalized and precise treatment practices. Parameter optimization is used for the execution of all parameter variations that are set through its subprocesses. The final result recorded an optimal predictive performance of 77.50% with 98.28% more precision for the "true=0" class compared to the "true=1" class.
Implementasi dan Peningkatan Program Moderasi Beragama Berbasis Digital di Pondok Pesantren Ittihadul Asna Kota Salatiga Melalui Program Pemberdayaan Masyarakat Zaim, Muchammad; Saifudin
IKHLAS: Jurnal Pengabdian Dosen dan Mahasiswa Vol. 4 No. 1 (2025): IKHLAS: Jurnal Pengabdian Dosen dan Mahasiswa
Publisher : Indra Institute Research & Publication

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Abstract

This research aims to analyze the effectiveness of the "Digital-Based Religious Moderation" program implemented at Islamic Boarding School Ittihadul Asna Salatiga. Using a qualitative approach, data were collected through focus group discussions (FGD), observations, in-depth interviews, and documentation. The results indicate that this program significantly enhances children's understanding of the values of religious moderation and facilitates the use of technology in the learning process. Children exhibit increased attitudes of tolerance and mutual respect, as well as a high interest in the material presented through digital media. Support from the Islamic Boarding School management and village government plays a crucial role in the success of this program. These findings suggest the importance of synergy between educational institutions and the community in creating an environment that supports character education amid social diversity.
Factors that shape Muslim consumers' purchase decisions on Pattaya Corner Products, Salatiga City Saifudin; Kesuma , Murtadho
Journal of Management and Digital Business Vol. 1 No. 3 (2021): Journal of Management and Digital Business
Publisher : Nur Science Institute

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (312.51 KB) | DOI: 10.53088/jmdb.v1i3.258

Abstract

This study aims to determine the reasons behind the fluctuating sales of Pattaya Corner products using price, product quality, and promotion variables to influence purchasing decisions. Primary data was used in this study and distributed through an online questionnaire. The population in this study is people who live in Salatiga, while for the sample itself, namely consumers from Pattaya Corner, Salatiga city, as many as 106 samples. Random sampling does sampling. A quantitative approach is used in this study with validity test, reliability test, T-test and F test. The study results using SPSS version 23 show that the variables of price, product quality, and promotion both have a positive and significant effect on purchasing decisions. The price variable has an impact of 52%. For the product quality variable, it has an effect of 46%. The promotion variable has an impact of 54% and is the most dominant in making purchasing decisions.
Pengaruh Disiplin Dan Motivasi Kerja Terhadap Kinerja Pegawai Pada SMKN 28 Jakarta Selatan Saifudin; Yeni Merinatul hasanah
JURNAL SeMaRaK Vol. 8 No. 3 (2025): JURNAL SeMaRaK
Publisher : Universitas Pamulang

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Abstract

Penelitian ini bertujuan untuk mengetahui pengaruh disiplin kerja dan motivasi kerja terhadapkinerja pegawai pada SMKN 28 Jakarta Selatan baik secara parsial maupun simultan. Jenispenelitian ini menggunakan metode kuantitatif deskriptif. Teknik sampling menggunakansampel jenuh sebanyak 63 responden. Teknik analisis data menggunakan, uji instrumen data, ujiasumsi klasik, regresi linear sederhana, regresi linier berganda, koefisien korelasi, koefisiendeterminasi. Uji hipotesis menggunakan uji t dan uji F. Hasil penelitian menunjukkan: Secaraparsial, disiplin kerja berpengaruh positif terhadap kinerja pegawai dengan persamaan regresilinear sederhana Y = 28,729 + 0,308X1.
Membentuk Generasi Anti-Bullying di Desa Dempelrejo (Seminar Anti-Bullying di SDN Dempelrejo) Fariza Mukholifah; M. Roikhan Ali Anwar; Ahmad Munif; Alya Afi Malika Putri; Arfika Nur Aini Dalila; Siti Afifah; Fia Muna Ayu Anjana; saifudin
Karya Nyata : Jurnal Pengabdian kepada Masyarakat Vol. 1 No. 4 (2024): Desember : Karya Nyata : Jurnal Pengabdian kepada Masyarakat
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62951/karyanyata.v1i4.641

Abstract

The prevalence of bullying, even among elementary school children, requires serious attention from all parties. In an effort to shape a generation free from bullying behavior, the KKN MIT 18 program in Dempelrejo Village conducted an anti-bullying seminar at SDN 1 Dempelrejo. This program aimed to provide education on the types of bullying, its impact, and prevention strategies. The seminar was met with high enthusiasm from the students, and through the materials and interactive sessions, they are expected to understand and apply anti-bullying values in their daily lives. The results of the activity showed an increased understanding among students regarding the dangers of bullying and the importance of creating a safe and comfortable school environment.
Aktualisasi Nilai-Nilai Pancasila dalam Undang-Undang Wakaf Sadzali, Ahmad; Pratiwi, Dian Kus; Saifudin
Al-Awqaf: Jurnal Wakaf dan Ekonomi Islam Vol. 15 No. 1 (2022): Al Awqaf : Jurnal Wakaf dan Ekonomi Islam
Publisher : Badan Wakaf Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47411/al-awqaf.Vol15Iss1.115

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Law Number 41 of 2004 concerning Waqf is one of the reform products that have received the attention of many researchers. This paper examined the Waqf Law from the perspective of Pancasila, namely to answer whether the values of Pancasila have been actualized in it. This research is a juridical-normative study, by analyzing the contents of Waqf Law with the parameters of Pancasila values in the legislation. The results show that the values of Pancasila are well actualized in Waqf Law. The actualization of Pancasila values is contained in in every norm of Waqf Law.
PENERAPAN RAPID APLICATION DEVELOPMENT (RAD) DALAM PEMBUATAN SISTEM INFORMASI MARKETPLACE PENYEWAAN MOTOR DAN MOBIL saifudin; saifudin, saifudin; Prasetya, Atika Indah Rahadyanti
Informatics and Computer Engineering Journal Vol 1 No 1 (2021): Periode Februari 2021
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat (LPPM) Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/icej.v1i1.270

Abstract

Along with the development of information technology and innovation, systems thinkers have delivered business organizations to work more effectively and efficiently than ever before. The android and computer systems are tools that were created to facilitate human work, while achieving progress both in making hardware and software. The business of renting motorbikes and cars is in need of information systems that support and provide satisfying services for customers. At present the rental service is only in the form of small entrepreneurs engaged in motorbike and car transportation rental services. The system used to find out all information available to rental entrepreneurs must conduct research that is by using software development methods and data collection techniques. This information system is the best solution to solve the problems that exist in this business, and with a computerized system can be achieved an effective and efficient activity in supporting activities in this marketplace system. A computerized system is better than a manual system to run more effectively and efficiently and the rental system is now more conducive than the previous system.
Penerapan Model Waterfall Dan Blackbox Testing Dalam Pembuatan Sistem Informasi E-Aset Desa Berbasis Web saifudin; saifudin, saifudin
Informatics and Computer Engineering Journal Vol 1 No 2 (2021): Periode Agustus 2021
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat (LPPM) Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/icej.v1i2.445

Abstract

Abstract - At this time the management of assets owned by the village still uses a manual system with the method of writing in the notebook and want to be recaped to make a report. Technological advances demand to grow out of manual ordinances leading to the digital age. Utilization of technology has been tested to support the performance of information processing that takes a long time so lightning let alone better with electronic media. The use of electronic media makes it easy to access anything easily and lightning and carry out inputs let alone edit information directly. Pc for example, a very helpful media once in the process of managing information so data. This research aims to design and build a data system for village asset management. The state of the village office which is categorized as small makes management complicated with various assets. With frequent repetition of information because the village features do not remember while carrying out recording or checking information that is still written manually. Running out of objects and errors while recording asset returns makes the problem more complicated. The use of waterfall procedures can make it easier to create an e-asset data system because the stages of development have been clearly established and in the final stage of testing with blackbox testing to see there are errors that exist in the system.
Sistem Informasi Aplikasi Akademik (Si-Apik) Berbasis Android saifudin; saifudin, saifudin; Paiman, Paiman
Informatics and Computer Engineering Journal Vol 2 No 2 (2022): Periode Agustus 2022
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat (LPPM) Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/icej.v2i2.1237

Abstract

Al-Qur'an Education Park (TPQ) is an institution or community group that organizes non-formal education in the type of Islamic religion that aims to provide reading of the Qur'an from an early age, and discusses the basics of the Islamic tradition in ancient times. kindergarten, elementary school and / or madrasah ibtidaiyah (SD / MI) or even higher. In the era of globalization it is hoped that scientific development can be followed. At the TPQ Al-Falah Foundation, Bobosan Purwokerto specifically on the TPQ unit, the process of increasing volumes, and the development of students during learning, is still done manually, making academic systems to improve volumes used, repairing compilation improvements, and asking students to be tested to testers because they have to save data of students requested and must meet with examiners directly. By using android technology as a component to create SI ~ APIK Application, it is expected to be able to provide clerics / clerics in the academic process of increasing volumes so that they no longer use paper as a storage and delivery medium. The results of this study are the clerics / clerics can easily carry out the process of increasing volumes. It is expected that future application research can be developed with a broader academic scope.
Penerapan Linear Sampling Dalam Komparasi Decision Tree Dan Deep Learning Pada Pelajar Pecandu Narkoba saifudin; Sunanto, Sunanto
Informatics and Computer Engineering Journal Vol 4 No 2 (2024): Periode Agustus 2024
Publisher : Lembaga Penelitian dan Pengabdian Masyarakat (LPPM) Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/icej.v4i2.4671

Abstract

Drug addicts based on a report from the National Narcotics Agency (BNN) in Indonesia are more than 7 million people in the age range of 15-64 years. The number of students who become drug addicts is increasing every year, this phenomenon is very worrying because students are the next generation of the nation who are expected to become leaders in the future. In school areas, the pressure to excel and be accepted by peer groups often urges students to seek escape through the use of prohibited substances. Not only that, the lack of parental supervision and low understanding of the dangers of drugs also contribute to the increase in this addiction problem. This study compares the decision tree and deep learning methods to find the highest accuracy value between the two methods, while sampling is done using linear sampling. The highest accuracy value is in the decision tree method with an accuracy value of 69.50%, 100% precision and 0% recall.
Co-Authors Abdul Ghofur Abdul Wahid Jamin Abdurrohman Kasdi Achmad Saifulloh Fatah Adi Sunardi AGUS Ahmad Munif Ahmad Nouvel - AMIK BSI Purwokerto Ahmad Nouvel - AMIK BSI Purwokerto Ahmad Nurrohim Akhmad Nurasikin Alya Afi Malika Putri Andrey Nino Kurniawan, Andrey Nino Andri Nirwana AN Anindito, Dhimas Cahyo Apriani, Ayu Aprih Santoso Arfiah Adawiyah Arfika Nur Aini Dalila Armas Fahmi Rizal Asarif Atika Indah Rahadyanti Prasetya Ayu Indah Lestari Bagiyo Condro Purnomo Budi Waluyo Budi Waluyo Darmini Deni Sunaryo, Deni Devi DYAH KUSUMAWATI Fachriaz, Nazri Sidqi Fadlillah, Nuzul Imam Fariza Mukholifah Fatimah Ferzi, M. Alta Tetra Fia Muna Ayu Anjana Fuadi fuadi, faiq Fungky Dyan Pertiwi Gazali Rahman, Gazali Habibi Hartiningsih, Sepia Hendro Yunianto Ilham Habibi, Ilham Irawan Isabella, Amelia Jajang Akhamd Nasrullah Juariah Kesuma , Murtadho Khairul Fauzi Kristiandi, Kiki Kurniasari, Megawati Kusumastuti Kusumawardani, Sagita Lailatul Mukaromah Lathifatul Azizah M. Choiroel Anwar M. Hamid Rohman M. Roikhan Ali Anwar Ma'rufi, Anwar Mentari Merdekawati, Dewi Mogi, Gabriela Mohammad Habibi Muamaroh Muamaroh MUHAJIR Muhammad Imam Tauhid Muhammad Rizal I Muhdar Mujazin Muji Setiyo Muji Setiyo Musabikha Muthoifin Nikitasari, Arini Nisa’, Khorun Noto Widodo Nur Ariyanti Nurhafisa, Eysi Nurhidayat Nurhidayat Nuria Siswi Enggarani Nuzul Imam Fadlilah Paiman Paiman Paiman Paiman Pebrianti, Nurzalina Penti Susan Prasetya, Atika Indah Rahadyanti Pratiwi, Dian Kus Prifiharni Prima Selvia Megawati Priyotomo Rahayu, Dwi Putri Rahmah, Regita Nur Fajar Regita Nur Fajar Rahmah REZA FAHLEVI Ria Hoiriyah Said Ria Puspita Riastuti Rifqi Nugroho Rizki Amalia Rusdjijati, Retno Sadzali, Ahmad Saifudin Saifudin Salianda Samahuddin Siti Afifah Siti Fatimah Sudiyono Sunanto Sunanto Sunanto Sunanto Sunanto Suroto Munahar Susi Tri Isnoviasih Titik Sadarwati Titis Setyabudi Utami, Ghifari Wulandari Widowati, Sri Yuni Yeni Merinatul hasanah Yeti Dahliana Yoebrilinti, Anggit Yun Arifatul Fatimah Zaim, Muchammad