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All Journal JOURNAL EQUITABLE Warta Pengabdian Andalas: Jurnal Ilmiah Pengembangan Dan Penerapan Ipteks ETNIK : Jurnal Ekonomi dan Teknik Indonesian Journal of Teaching in Science Locus Journal of Academic Literature Review Jurnal Pustaka AI : Pusat Akses Kajian Teknologi Artificial Intelligence Journal of Student Development Information System (JoSDIS) Jurnal Hukum dan HAM Wara Sains Cendekia: Journal of Law, Social and Humanities IIJSE Jurnal Wicara Desa Marsipature Hutanabe: Jurnal Pengabdian Kepada Masyarakat
Thoriq, Muhammad
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Perbandingan Naïve Bayes dan Random Forest pada Seleksi KIP di Universitas Adzkia Thoriq, Muhammad; Maulana, Fajar; Qurrata Ayun, Aisyah
Jurnal Pustaka AI (Pusat Akses Kajian Teknologi Artificial Intelligence) Vol 5 No 3 (2025): Pustaka AI (Pusat Akses Kajian Teknologi Artificial Intelligence)
Publisher : Pustaka Galeri Mandiri

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

Abstract

Penelitian ini bertujuan untuk membandingkan kinerja algoritma Naïve Bayes dan Random Forest dalam memprediksi hasil kelulusan seleksi pendaftar beasiswa Kartu Indonesia Pintar (KIP) di Universitas Adzkia. Menggunakan dataset berjumlah 829 data pendaftar tahun 2024, penelitian ini menerapkan pendekatan eksperimen kuantitatif berbasis proses Knowledge Discovery in Database (KDD) yang meliputi tahap preprocessing, pembangunan model, dan evaluasi performa. Kedua algoritma diuji menggunakan metode 5-Fold Cross Validation dan pembagian data hold-out 80:20, dengan metrik evaluasi Accuracy, Precision, Recall, F1-Score, dan Precision-Recall AUC (PR-AUC) untuk menangani ketidakseimbangan kelas. Hasil penelitian menunjukkan bahwa algoritma Random Forest memberikan performa terbaik dengan nilai Accuracy 83,9%, Recall 61,5%, F1-Score 66,6%, dan PR-AUC 0,78. Analisis feature importance mengungkapkan bahwa faktor penghasilan ayah, status P3KE, dan jumlah tanggungan keluarga merupakan variabel paling berpengaruh terhadap hasil seleksi. Temuan ini menunjukkan bahwa Random Forest lebih unggul dan adaptif dalam menangani dataset tidak seimbang pada kasus pengambilan keputusan di bidang pendidikan. Secara praktis, penelitian ini menawarkan kerangka kerja berbasis data untuk meningkatkan keadilan dan transparansi proses seleksi beasiswa di perguruan tinggi.
Community Empowerment in Rural Areas Through the Cultivation and Production of Traditional Medicines Based on Medicinal Plants in Batu Tanjung Village, Talawi, Sawahlunto City Dillasamola, Dwisari; Putri, Biomechy Oktomalio; Noverial; Fadil, Muhammad Syukri; Marwan; Hasibuan, Ahmad Daniel; Pratiwi, Eghinna Elsa; Hafsah, Nur; Oktafani, Reni; Fadhilla, Naylatul; Oktaviani, Dilla; Hendriansah; Putri, Popy Dwi; Amanda, Amelia; Muhadzid, Fayyadh Atsil; Dewi, Lativa Andam; Thoriq, Muhammad; Andrisyah, Fauzi; Azizi, Adni Salsabil; Yazid, Muhammad; Amalina, Azka; Naufal, Muhammad; Hanisa, Najma Syakina; Ramadhani, Nasywa Anjani; Mufadhdhal, Muhammad Asad
Warta Pengabdian Andalas Vol 32 No 4 (2025)
Publisher : Lembaga Penelitian dan Pengabdian kepada Masyarakat (LPPM) Universitas Andalas

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25077/jwa.32.04.446-454.2025

Abstract

The utilization of Family Medicinal Plants (TOGA) is a strategic effort to enhance community health self-reliance, reduce dependence on synthetic drugs, and preserve local biodiversity. In Nagari Batu Tanjung, Talawi District, Sawahlunto City, the potential for TOGA is high due to favorable geography and extensive backyard land. However, its use remains limited because of low herbal literacy, minimal organic cultivation skills, and the absence of a properly managed communal garden. This community service program aimed to empower residents through education, direct practice, and guidance in cultivating and processing medicinal plants. Activities included awareness sessions on TOGA’s benefits, land preparation, planting of herbal seeds (ginger, turmeric, cardamom, sungkai, Java turmeric, aloe vera), and the establishment of a model TOGA garden. Based on pre- and post-test results from 40 participants, knowledge and cultivation skills improved significantly—from 40% to 95% of participants understanding proper TOGA cultivation. Active collaboration among residents, village officials, and students ensured the program’s success. Through Q&A sessions and hands-on practice, the community gained practical skills suited to local conditions. The established TOGA garden now serves as a learning medium, a health-supporting initiative, and a foundation for developing herbal products that promote sustainable economic empowerment.
Penerapan Prinsip Hukum Ekonomi dalam Penggunaan Special Purpose Vehicle (SPV) serta Dampaknya terhadap Transparansi Laporan Keuangan Firmansyah, Alif; Jainaya, Kapiya; Thoriq, Muhammad; Todi, Yusuf Afrenoldi; Siswajanthy5, Farahdinny
Locus Journal of Academic Literature Review Vol 4 No 9 (2025): December
Publisher : LOCUS MEDIA PUBLISHING

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56128/ljoalr.v4i9.785

Abstract

Artikel ini menganalisis penerapan prinsip hukum ekonomi dalam penggunaan Special Purpose Vehicle (SPV) serta dampaknya terhadap transparansi laporan keuangan. Tujuan penelitian ini adalah untuk membedah fungsi SPV dalam grup perusahaan, tanggung jawab hukumnya, dan potensi penyalahgunaannya dalam manajemen laba. Temuan menunjukkan bahwa SPV sering kali digunakan sebagai alat efisiensi ekonomi untuk mengurangi biaya kebangkrutan dan risiko kredit melalui pemisahan aset. Namun, penggunaan SPV juga berkorelasi dengan peningkatan insentif manajemen laba dan off-balance sheet financing yang dapat mengaburkan transparansi bagi pemangku kepentingan. Penegakan hukum yang efisien harus fokus pada pencegahan kapitalisasi modal rendah pada SPV untuk memitigasi risiko hukum dan keuangan.
Co-Authors Adi, Ilham Ananda Krista Al Gifari Abdullah, Qeis Aldo Eko Syaputra Alfafa, Azka Amalina, Azka Amanda, Amelia Andrisyah, Fauzi At-Thoriq, Muhammad Ari Azhar, Bintang Azizah, Nissa Nur Azizi, Adni Salsabil Azzahra, Sakinah Dewi, Lativa Andam Diwangkari, Fanashya Diva Radya Dwisari Dillasamola Fadhilla, Naylatul Fadil, Muhammad Syukri Firmansyah, Alif Hadid Pangestu, Arya Hafsah, Nur Hanisa, Najma Syakina Haq, Ayu Kirana Hasibuan, Ahmad Daniel Hayati , Nova Hendra, Yomei Hendriansah Herli Antoni Jainaya, Kapiya Manurung, Kiki Hariani Marwan Maulana, Fajar Mufadhdhal, Muhammad Asad Mufid, Muhammad Fauzan Muhadzid, Fayyadh Atsil Muhammad Naufal, Muhammad Muhammad Yazid Noverial Nurfajilah, Nurfajilah Nurhayati Nurhayati Nurliah Buhari, Nurliah Oktafani, Reni Oktaviani, Dilla Paduloh Paduloh Pratama, Dewa Putra Pratiwi, Dewa Ayu Agung Ratih Pratiwi, Eghinna Elsa Putri, Biomechy Oktomalio Putri, Popy Dwi Qurrata Ayun, Aisyah Rahayuningsih, Amelia Ramadhani, Nasywa Anjani Ramziati SAKINAH, PUTRI Sakti, Asri Wibawa Siswajanthy5, Farahdinny Tiaskara, Nazrina Dwi Todi, Yusuf Afrenoldi Yofhanda Septi Eirlangga