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Literatur Review: Pendekatan Hybrid SVM Dan KNN Untuk Klasifikasi Penyakit Tiroid Nizam Adila, Daksa; Mustaqim, Muhammad; Bara Aksayeth, Muhammad; Fahmi, Dicky; Rosyani, Perani
Jurnal Riset Informatika dan Inovasi Vol 2 No 8 (2025): JRIIN: Jurnal Riset Informatika dan Inovasi
Publisher : shofanah Media Berkah

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Abstract

Klasifikasi penyakit tiroid merupakan aspek penting dalam diagnosis medis, mengingat dampaknya yang signifikan terhadap kesehatan pasien. Penelitian ini membahas pendekatan hybrid yang menggabungkan algoritma SVM dan KNN untuk meningkatkan akurasi klasifikasi penyakit tiroid. SVM dikenal efektif dalam membangun hyperplane yang memisahkan kelas secara optimal, sementara KNN memperkuat kemampuan analisis pada data lokal di sekitar garis keputusan. Studi ini bertujuan mengevaluasi efektivitas pendekatan hybrid SVM-KNN melalui analisis literatur yang relevan. Artikel-artikel ilmiah yang diterbitkan dalam periode tertentu dikaji untuk mengidentifikasi keunggulan serta tantangan dalam penerapan metode ini. Hasil kajian menunjukkan bahwa pendekatan hybrid mampu meningkatkan akurasi dan ketahanan model terhadap dataset yang tidak seimbang. Hal ini memperkaya kemampuan model dalam menghasilkan diagnosis yang lebih andal. Namun, terdapat beberapa kendala, seperti pemilihan parameter optimal dan kebutuhan komputasi yang lebih tinggi. Untuk mengatasi tantangan ini, disarankan peningkatan kualitas data serta pengoptimalan algoritma. Evaluasi berkala juga diperlukan untuk memastikan sistem tetap relevan dan dapat diandalkan dalam mendukung diagnosis penyakit tiroid.
Sistem Informasi Manajemen Aset Berbasis Web Dengan Fitur Scan Barcode Untuk Identifikasi Aset Yahya, Hafid; Fahmi, Dicky; Alvin Faga, Daniel; Haryono, Wasis
BULLET : Jurnal Multidisiplin Ilmu Vol. 4 No. 3 (2025): BULLET : Jurnal Multidisiplin Ilmu
Publisher : CV. Multi Kreasi Media

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Abstract

Optimal asset management is essential in supporting smooth business operations, including at PT. Datanex Inovasi Pratama. This study aims to design and implement a web-based asset management information system equipped with barcode scanning functionality for digital asset identification. The development follows the Waterfall methodology, consisting of sequential stages: analysis, design, development, testing, and deployment. The resulting system is capable of recording asset details, managing borrowing and return processes, and monitoring asset transfers and maintenance efficiently. Laravel was selected as the development framework due to its modular and structured nature. This system is expected to enhance data accuracy, streamline operations, and reduce errors in asset management workflows.
Pelatihan Berbalas Pantun Siswa SD Negeri 005 Bukit Ranah Nur, Hidayatun; Sukenti, Desi; Latif, Latif; Hermaliza, Hermaliza; Mukhlis, Muhammad; Fahmi, Dicky; Lestari, Diyah Ayu
Sajak: Jurnal Penelitian dan Pengabdian Sastra, Bahasa, dan Pendidikan Vol. 4 No. 2 (2025): Juni 2025
Publisher : UIR Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25299/s.v4i2.23053

Abstract

This article aims to describe the training activities for berbalas pantun to students' at SDN 005 Bukit Ranah. Elementary School 005 Bukit Ranah is a public school located on Jalan Pekanbaru-Bangkinang, Kampar Regency, Riau Province. The majority of students at Elementary School 005 Bukit Ranah are of Malay ethnicity and culture. Almost all of the students use the local Malay language with the Kampar Malay dialect. As a Malay-based school, this school needs training in pantun reciprocation because the school is looking for students who are talented in pantun reciprocation. Training on writing pantun has been carried out but the activity did not focus on practicing pantun reciprocation even though the school needs talented students to take part in pantun reciprocation competitions. This training activity is carried out using lecture and practice methods. By holding pantun reciprocation training, students can later develop their talents and become representatives for pantun reciprocation competitions. This activity was attended by 25 members taken from representatives of classes 1-6. After participating in the training, a picture of participants who have talent in pantun reciprocation can be obtained by paying attention to the pantun reciprocation aspect.