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All Journal JURNAL SISTEM INFORMASI BISNIS AGRIKA Journal of Degraded and Mining Lands Management AGRIVITA, Journal of Agricultural Science Veritas et Justitia Fashion and Fashion Education Journal BAREKENG: Jurnal Ilmu Matematika dan Terapan JMM (Jurnal Masyarakat Mandiri) Jurnal Telematika Jurnal Bahtera - Jurnal Pendidikan Bahasa Sastra dan Budaya Jurnal Yudisial Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming Jurnal Abdimas Madani dan Lestari (JAMALI) ZIRAA'AH MAJALAH ILMIAH PERTANIAN Teacher in Educational Research Indonesian Journal of Electrical Engineering and Computer Science Lingua Rima: Jurnal Pendidikan Bahasa dan Sastra Indonesia Jurnal Pengabdian Masyarakat Indonesia Prima Abdika: Jurnal Pengabdian Masyarakat Jurnal Serambi Abdimas Jurnal PKM Manajemen Bisnis AKADEMIK: Jurnal Mahasiswa Ekonomi & Bisnis Journal Evidence Of Law Journal of Fundamental Mathematics and Applications (JFMA) Abdi Makarti JAPI: Jurnal Akses Pengabdian Indonesia Jurnal Pelayanan dan Pengabdian Masyarakat Indonesia EJOIN : Jurnal Pengabdian Masyarakat Jurnal Pengabdian West Science Jurnal Ilmiah Swara MaNajemen (Swara Mahasiswa Manajemen) West Science Law and Human Rights Riwayat: Educational Journal of History and Humanities Prosiding Seminar Hasil Penelitian dan Pengabdian Kepada Masyarakat Acta Solum Jurnal Pengabdian kepada Masyarakat : Kreasi Mahasiswa Manajemen Natural: Jurnal Pelaksanaan Pengabdian Bergerak Bersama Masyarakat Jurnal Intelek Dan Cendikiawan Nusantara SASI Jurnal Penelitian Pendidikan Jurnal Abdimas Amanah Mengabdi
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Journal : JURNAL SISTEM INFORMASI BISNIS

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Machine Learning Methods for Academic Achievement Prediction: A Bibliometric Review Nugraha, Fajar; Widowati, Widowati; Sugiharto, Aris
Jurnal Sistem Informasi Bisnis Vol 15, No 2 (2025): Volume 15 Number 2 Year 2025
Publisher : Diponegoro University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14710/vol15iss2pp221-226

Abstract

This study examines research trends regarding the prediction of academic achievement using machine learning. Research in the field of academic achievement is currently continuing to develop, but has not been explored comprehensively in a bibliometric context. The visualization provided includes a map of publication development using machine learning methods based on country, analysis of bibliographic pairs and keywords used. To find out the visualization results, bibliographic analysis was used using VOSviewer. The data used in this analysis were 76 articles collected from the Scopus database from 2018-2023. From the results of the analysis, it is known that research related to academic achievement still shows a growing trend in publications in the field of discussion of factors or predictors that influence academic achievement as well as research that proposes or evaluates models for predicting academic achievement. The research results show that although machine learning techniques such as Random Forest and Support Vector Machine are often used in academic achievement prediction research. Future research could consider developing a more adaptive and comprehensive approach regarding the contribution of specific factors that influence the accuracy of more in-depth prediction models in this field.
Fuzzy Piecewise-objective Programming Approach for Integrated Supplier Selection and Production Planning Problems Considering Discounts and Fuzzy Parameters: the Static Case Harahap, Adhina Rizkillah; Sutrisno, Sutrisno; Tjahjana, Redemtus Heru; Widowati, Widowati
Jurnal Sistem Informasi Bisnis Vol 15, No 3 (2025): Volume 15 Number 3 Year 2025
Publisher : Diponegoro University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14710/vol15iss3pp337-343

Abstract

In the manufacturing and retail sectors, the challenge of supplier selection revolves around efficiently allocating the necessary amount of raw materials to each supplier to minimize procurement costs. Concurrently, production planning focuses on maximizing output. To achieve maximum revenue, decision-makers must make optimal decisions in both areas. This paper introduces a new mathematical model, falling within the fuzzy piecewise programming domain, to support decision-making in supplier selection and production planning. It addresses integrated supplier selection and production planning issues, incorporating discounts and fuzzy factors. The aim is to optimize supply chain performance, ultimately maximizing the production activity profit. The model accommodates scenarios involving multiple raw materials, suppliers, products, and buyers. Through numerical experiments, the effectiveness of the proposed model is evaluated, demonstrating its ability to provide the optimal solution. Thus, it can be readily applied by industry decision-makers and managers.
Co-Authors Abbyasha, Raihan Bagas Alfiana, Shinta Nur Alighiri, Dante Ana Arifatus Sa'diyah Aprianto, Desta Putra Ardiyanti, Oktavia Aris Sugiharto Artdhana, Bayu Asih, Dwi Putri Asnah Asnah Astutik Astutik Astutik, Endang Puji Atika Atika Ayudyana Suyudi, Godeliva Azis, Moh. Ivan Azizah, Shefia Nur Bambang Sugiantoro Bhakti Wardoyo Putro, Die Budiman, Husein Arief Depi, Karisma Desy Rufaidah, Desy Die Bhakti Wardoyo Putro Dipo Aldila Eka Triyana Eko Rini Indrayatie Fadhlan, Rijaldi Fajar Nugraha Farida, Syarifah Ida Godeliva Ayudyana Suyudi Haq, M. Nashirul Harahap, Adhina Rizkillah Hariadi Darmawan, Hariadi Heliany, Ina Hendro Hendro, Hendro Hidayati Karamina Husodo, Martanto Setyo I Made Indra Jupriyati, Jupriyati Karlina, Dira Karsinah - Kartono , Kusumaningtias, Berliana Gita Kusumo Nugraheni, Dinar Mutiara Listiyani, Laily Rochmawati Mahendra, Agus Margareta Rahayuningsih Nugroho Edi K Maryana, Lilis Mohamad Aldi Renaldi Muhamad Soleh Mukhlis Mukhlis Nana Kariada Trimartuti Nana Supriyana Nariah, Nariah Nikken Prima Puspita Nikmatul Khoiriyah Nikmatul Khoiriyah Noorvy, Dian Norma, Chandra Nugroho, Fiska Maulidian Nurfida, Ulifah Nurhidayati Nurhidayati Nurmasitah, Sita Oktavia, Angeline Permatasari, Tiara Adinda Praharto, YB. Prajanto Wahyu Adi, Prajanto Wahyu Pratama, Muhammad Aldhi Puspita, Dila Puspita, Oktaviabi Windra Putri, Laila Listiani Rahmawati, Aisyah Putri Ratna Herdiana Redemtus Heru Tjahjana Riadin, Diana Rina Fiati Rizkuna, Risang Dakah Rovicky*, Ach Sadiyah, Ana Arifatus safiih, Abdul Rahman SALMI, IRMA NURUL Samsudi . Saputra, Rafael Leo Satriyo Adhy Selvy Nugraheny, Ria Senus, Teofano Anglaka Setianingrum, Winda Setiawan, Kevin Ishak Tri Sholikhah, Anggun Prawati Maratu Sholikhah, Roudlotus Sholikhah Sihotang, Muhenri Slamet Aji Pamungkas Sunyoto Sunyoto Suryoto Suryoto Sutrisno, Sutrisno Suwarti Suwarti Suyudi, Godeliva Ayudyana Titik Ekowati Triyana, Eka Utis Sutisna Utomo, Styo Budi Wandah Wibawanto Wardoyo Putro, Die Bhakti WATI, LIA Widya Hary Cahyati Wilujeng, Retno Windra Puspita, Oktaviani Y. A. Triana Ohoiwutun, Y. A. Triana Y.A. Triana Ohoiwutun, Y.A. Triana Y.D. Sumanto Yumna, Qonitah Yusuf, Ade