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OPTIMASI RANDOM FOREST DENGAN TEKNIK PRUNING UNTUK PREDIKSI DATA NASABAH BMT AL-HIKMAH PERMATA Faturrahman, Kharis; Sucipto, Adi; Sarwido, Sarwido
Jurnal Informatika Teknologi dan Sains (Jinteks) Vol 6 No 3 (2024): EDISI 21
Publisher : Program Studi Informatika Universitas Teknologi Sumbawa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51401/jinteks.v6i3.4715

Abstract

The development of information technology and artificial intelligence has brought significant changes to the Islamic microfinance industry. Baitul Maal wat Tamwil (BMT) faces challenges in managing and analyzing increasingly complex customer data. This study aims to optimize customer data prediction at BMT Al-Hikmah Permata using the Random Forest algorithm with pruning techniques. The methodology includes customer data collection from 2021 to 2024, data pre-processing, modeling using Random Forest with and without pruning, and model evaluation. Results show that applying pruning techniques significantly improves model performance, with increases of 3.9% in accuracy, 5% in precision, 3.9% in recall, and 4.5% in F1-score. Model complexity is also reduced, with an 81% decrease in node count and a 59% reduction in tree depth. In conclusion, pruning techniques prove effective in enhancing prediction accuracy and efficiency of the Random Forest model for BMT customer data analysis, which can support better decision-making in Islamic microfinance services
SISTEM INFORMASI GEOGRAFIS PEMETAAN FASILITAS KESEHATAN BPJS DI KABUPATEN JEPARA DENGAN ALGORITMA DIJKSTRA BERBASIS WEB Musyarraf, Fajrul Fahry; Sarwido, Sarwido; Kusumodestoni, R. Hadapiningradja
Jurnal Informatika Teknologi dan Sains (Jinteks) Vol 6 No 4 (2024): EDISI 22
Publisher : Program Studi Informatika Universitas Teknologi Sumbawa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51401/jinteks.v6i4.4787

Abstract

Mapping BPJS health facilities in Jepara Regency is an important step to improve health accessibility. To support this effort, a web-based geographic information system was developed that is designed to map BPJS health facilities and determine the shortest route using Dijkstra's algorithm. This application was built with the Laravel 9 PHP framework and utilizes Leaflet for interactive map display. The results show that this system is effective in presenting complete information about BPJS health facilities in Jepara Regency. The main feature of this application is its ability to calculate and display the shortest route from the user's location to the selected health facility using Dijkstra's algorithm. With this feature, users can easily find the fastest path to the health facility, thus improving the efficiency and accessibility of health care in the region
Training on Tunnel Technology to Increase Salt Production in Jepara Regency Prihatmoko, Dias; Mustofa, Arif; Sarwido, Sarwido; Wijaya, Akhmad Pandhu
Amalee: Indonesian Journal of Community Research and Engagement Vol 5 No 2 (2024): Amalee: Indonesian Journal of Community Research and Engagement
Publisher : LP2M INSURI Ponorogo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37680/amalee.v5i2.6019

Abstract

Rainwater is one of the factors that can affect salt production in Jepara Regency. Salt tunnel technology can retain rainwater so that salt farmers can produce salt even during the rainy season. However, salt farmers have not yet fully utilized this technology. So that assistance is needed to them about the application of salt tunnel technology. This program is conducted to increase the knowledge and skills of salt farmers about salt tunnel technology. The community service partner is UKM Rumah Garam in Surodadi Village, Kedung District, Jepara Regency. The activity was carried out in August 2024. The flow of implementing activities includes preparation, provision of tools and materials, implementation of training, partner assistance and evaluation. The training was attended by partner members with training material on Sustainable Salt Production Technology. The next stage is the field practice of making salt tunnel construction in the salt field owned by one of the participants. The construction is made of bamboo and the soil is coated with geoisolator while the cover uses UV plastic. The community service activity was able to increase the knowledge and skills of the participants about salt tunnel technology which is expected to increase the amount of salt production.
Short-Term Cryptocurrency Price Prediction Using Bi-LSTM Method with Interactive Web Andriansyach, Dimas Jordy; Sarwido, Sarwido; Mulyo, Harminto
Jurnal Teknologi Dan Sistem Informasi Bisnis Vol 6 No 4 (2024): Oktober 2024
Publisher : Prodi Sistem Informasi Universitas Dharma Andalas

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47233/jteksis.v6i4.1645

Abstract

Short-term Bitcoin price prediction is a crucial aspect of transaction decision-making, especially for investors. In this study, a Bidirectional Long Short-Term Memory (Bi-LSTM) model was developed for short-term Bitcoin price prediction. The Bidirectional LSTM is designed to capture temporal context in both directions, allowing the model to process information from past and future time steps simultaneously. The model was validated using real-world data, including Bitcoin stock price datasets. The results show that the model achieved high accuracy, with a Root Mean Square Error (RMSE) of 56.90 on the training data and 157.35 on the test data, along with a Mean Absolute Error (MAE) of 366.40 and 486.63, respectively. The Bidirectional Least Square Memory model accurately predicted Bitcoin prices over a specific time period. This application integrates the model into a web application, enabling users to obtain real-time Bitcoin price predictions through a user-friendly interface.
SISTEM INFORMASI IDENTIFIKASI KAIN TENUN BERBASIS MOBILE PADA KAWASAN INDUSTRI TENUN IKAT JEPARA Sarwido, Sarwido; Widiastuti, Nur Aeni; Reviyandi, Riky
Jurnal Disprotek Vol 15, No 2 (2024)
Publisher : Universitas Islam Nahdlatul Ulama Jepara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34001/jdpt.v15i2.6772

Abstract

Tenun Ikat Troso atau Kain Ikat Troso adalah kriya tenun Jepara tepatnya dari Desa Troso. Tenun Ikat Troso berupa kain yang ditenun dari helaian benang pakan atau benang lungsin yang sebelumnya diikat dan dicelupkan ke dalam zat pewarna alami. Di Sentra Tenun Ikat ini pengunjung tidak hanya berwisata atau sekedar membeli sepotong kain saja, tetapi juga dapat mempelajari Kain-kain juga, sayangnya informasi yang ada hanya melalui deskripsi yang diberikan oleh penjaga toko yang sedang menjaga. Sayangnya kalau pengunjung toko tiba-tiba melonjak, penjaga kewalahan kalau dicecar pertanyaan oleh banyak pengunjung. Oleh sebab itu dengan dibuatkannya aplikasi ini diharapkan nantinya akan mempermudahkan tugas penjaga yang sedang dalam bertugas. Metode yang digunakan dalam perancangan ini menggunakan metode prototype, yang dapat digunakan untuk menghubungkan ketidakpahaman client. Pengunjung bisa melakukan scan ke Qr code yang sudah disediakan dengan menggunakan smartphone masing-masing dan bisa mendapatkan informasi tentang deskripsi kain. Penelitian ini menghasilkan sebuah Sistem Informasi Identifikasi Kain Tenun Berbasis Mobile yang menyediakan layanan berupa informasi jenis dan motif kain yang jelas di Kawasan Industri Tenun Ikat Jepara.MOBILE-BASED WOVEN FABRIC IDENTIFICATION INFORMATION SYSTEM IN THE JEPARA IKATE WEANING INDUSTRIAL AREAIkat Weaving from Troso or Troso Ikat Fabric is a weaving craft from Jepara, precisely from Troso Village. Troso Ikat is a fabric woven from strands of weft yarn or lungsin yarn that have been tied and dipped into natural dyes. In this Ikat Weaving Center, visitors can not only enjoy tourism or simply buy a piece of fabric but also learn about the fabrics. Unfortunately, the available information is only provided through descriptions given by the shopkeepers on duty. Regrettably, when the number of shop visitors suddenly increases, the shopkeepers are overwhelmed with questions from many visitors. Therefore, with the creation of this application, it is hoped that it will facilitate the duties of the shopkeepers on duty. The method used in this design uses the prototype method, which can be used to bridge the gap of understanding with the clients. Visitors can scan the provided QR code using their smartphones and get information about the fabric's description. This research resulted in a Mobile-Based Woven Fabric Identification Information System that provides services in the form of clear information about the types and patterns of fabric in the Jepara Ikat Weaving Industrial Area. 
Pemberdayaan Masyarakat Desa Dudakawu Menuju Mandiri dan Berdaya Saing melalui Program Desa Wirausaha: indonesia Febriansyah, Ahmad Diva; Bayu, Muhammad Bayu Nugroho; Sarwido, Sarwido; Septiarani, Diva Herninda; Prasetyo, Doni Agung; Akhis, Muhammad Ilma Akhis; Maknun, Muhammad Jauharul; Almajid, Ahmad Afan; Zahira, Tiara; Raffi, Muhamad Faizal; Putra, Fadhil Athalah; Pangestu, Binar Ageng Raganta; Haq, Muhammad Izzul; Hartoyo, Nindiya Ika Nugraha; Agustina, Hera Khilya; Ilma, Safira Putri Zidni
Jurnal Abdimas Madani dan Lestari (JAMALI) Volume 07, Issue 02, September 2025
Publisher : UII

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20885/jamali.vol7.iss2.art9

Abstract

Located in Kembang Subdistrict, Jepara Regency, Dudakawu Village possesses significant economic potential. However, its development is hindered by challenges such as inadequate entrepreneurial skills, ineffective marketing strategies, and limited access to digital technology. To overcome these issues, the PPK Ormawa Team of the Student Executive Board from the Faculty of Science and Technology at Unisnu Jepara initiated the "Entrepreneurial Village" program as a community service project. The program aims to improve entrepreneurial skills, enhance the competitiveness of local products, and broaden market access through digital transformation. This initiative utilized several strategies, including entrepreneurship workshops, the establishment of UMKM (Micro, Small, and Medium Enterprises) groups, product branding training, digital marketing education, and the development of innovative products. Activities were carried out through a collaborative approach involving academics, students, local authorities, and the community. Periodic evaluations were conducted using pre- and post-activity questionnaires, interviews, and direct observations to measure the program’s effectiveness in enhancing community skills and business activities. The findings reveal that more than 70% of participants improved their knowledge of entrepreneurship and digital marketing. The UMKM community established during the program served as a collaborative platform for local entrepreneurs, while products such as banana stem chips and the village’s specialty coffee gained added value and greater competitiveness in regional markets through branding and digital marketing efforts. This program has contributed significantly to sustainable, community-driven economic empowerment and offers a replicable model for other villages.
Penerapan Algoritma Rivest Shamir Aldeman (RSA) untuk Pengamanan Data Gambar Nasabah BMT Al-Hikmah Permata Syifauddin, Muhammad Rizal; Kusumodestoni, R. Hadapiningradja; Sarwido, Sarwido
Jurnal Minfo Polgan Vol. 13 No. 1 (2024): Artikel Penelitian
Publisher : Politeknik Ganesha Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33395/jmp.v13i1.13805

Abstract

Keamanan data nasabah merupakan aspek krusial dalam industri keuangan, termasuk di lembaga keuangan mikro seperti Baitul Maal wat Tamwil (BMT). Penelitian ini bertujuan untuk mengimplementasikan algoritma Rivest Shamir Adleman (RSA) guna mengamankan data gambar nasabah pada aplikasi mobile BMT Al-Hikmah Permata. Metode yang digunakan adalah pengembangan aplikasi berbasis Android dengan mengintegrasikan algoritma RSA untuk enkripsi dan dekripsi data gambar. Proses enkripsi dilakukan saat gambar diunggah ke server, sementara dekripsi dilakukan saat data diakses oleh pengguna yang berwenang. Hasil penelitian menunjukkan bahwa penerapan algoritma RSA berhasil meningkatkan keamanan data gambar nasabah dengan tingkat keberhasilan enkripsi dan dekripsi mencapai 100%. Waktu proses enkripsi rata-rata adalah 2,5 detik untuk gambar berukuran 1 MB, sedangkan waktu dekripsi rata-rata adalah 1,8 detik. Implementasi ini terbukti efektif dalam melindungi privasi nasabah tanpa mengorbankan kinerja aplikasi secara signifikan. Penelitian ini berkontribusi pada peningkatan keamanan data di sektor keuangan mikro dan dapat menjadi acuan bagi pengembangan sistem keamanan serupa di institusi keuangan lainnya.
Training on Tunnel Technology to Increase Salt Production in Jepara Regency Prihatmoko, Dias; Mustofa, Arif; Sarwido, Sarwido; Wijaya, Akhmad Pandhu
Amalee: Indonesian Journal of Community Research and Engagement Vol. 5 No. 2 (2024): Amalee: Indonesian Journal of Community Research and Engagement
Publisher : LP2M INSURI Ponorogo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37680/amalee.v5i2.6019

Abstract

Rainwater is one of the factors that can affect salt production in Jepara Regency. Salt tunnel technology can retain rainwater so that salt farmers can produce salt even during the rainy season. However, salt farmers have not yet fully utilized this technology. So that assistance is needed to them about the application of salt tunnel technology. This program is conducted to increase the knowledge and skills of salt farmers about salt tunnel technology. The community service partner is UKM Rumah Garam in Surodadi Village, Kedung District, Jepara Regency. The activity was carried out in August 2024. The flow of implementing activities includes preparation, provision of tools and materials, implementation of training, partner assistance and evaluation. The training was attended by partner members with training material on Sustainable Salt Production Technology. The next stage is the field practice of making salt tunnel construction in the salt field owned by one of the participants. The construction is made of bamboo and the soil is coated with geoisolator while the cover uses UV plastic. The community service activity was able to increase the knowledge and skills of the participants about salt tunnel technology which is expected to increase the amount of salt production.