Article Per Year (5 Year)
p-Index From 2021 - 2026
6.535
P-Index
This Author published in this journals
All Journal Katalogis AGROTEKBIS Jurnal Pengkajian dan Pengembangan Teknologi Pertanian Jurnal Pekommas Jurnal Ilmiah KOMPUTASI BIOMA : Jurnal Biologi Makassar AGRISAINTIFIKA Jurnal Ilmu-ilmu Pertanian Bianglala Informatika : Jurnal Komputer dan Informatika Akademi Bina Sarana Informatika Yogyakarta Pendas : Jurnah Ilmiah Pendidikan Dasar Masyarakat Telematika Dan Informasi : Jurnal Penelitian Teknologi Informasi dan Komunikasi SEIKO : Journal of Management & Business JIKE : Jurnal Ilmu Komunikasi Efek YUME : Journal of Management AIJER: Algazali International Journal Of Educational Research Jurnal Manajemen dan Administrasi Rumah Sakit Indonesia (MARSI) Jurnal Ilmiah Kesehatan JATI (Jurnal Mahasiswa Teknik Informatika) Tekper: Jurnal Teknologi dan Manajemen Industri Pertanian Tolis Ilmiah: Jurnal Penelitian Economics and Digital Business Review Borneo Educational Journal (Borju) Movere Journal Jurnal Abdi Masyarakat Indonesia Golden Ratio of Finance Management Jurnal Berita Kesehatan JURNAL SIPISSANGNGI: Jurnal Pengabdian Kepada Masyarakat Jurnal Informatika Progres Anoa: Journal of Animal Husbandry Jurnal Indonesia Sosial Sains Innovative: Journal Of Social Science Research Center of Economic Students Journal (CSEJ) Al Gizzai: Public Health Nutrition Journal Golden Ratio of Law and Social Policy Review (GRLSPR) Journal of English Literature and Linguistic Studies (JELLS) ILTEK : Jurnal Teknologi Jurnal Serambi Ekonomi dan Bisnis AGROTEKBIS: Jurnal Ilmu Pertanian LITERA ABDI: Jurnal Pengabdian Masyarakat Jurnal Kesehatan Masyarakat Perkotaan Jurnal Sains & Teknologi Fakultas Teknik Universitas Darma Persada
Nur Alam
Balai Besar Pengkajian dan Pengembangan Komunikasi dan Informatika Makassar Jl. Prof. Dr. Abdurrahman Basalamah II No.25, Makassar, 90123, Telp/Fax: 0411-4460084
Agriculture, Biological Sciences & Forestry Humanities Astronomy Biochemistry, Genetics & Molecular Biology Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Veterinary Other

Published : 60 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Jurnal Informatika Progres

 1 
IMPLEMENTASI HYBRID LEXICON-BASED DAN SVM UNTUK KLASIFIKASI ANALISIS SENTIMEN TERHADAP PELATIHAN BBPSDMP KOMINFO MAKASSAR Alam, Nur; Faisal, Muhammad; Bakti, Rizki Yusliana; Syafaat, Muhammad; Syamsuri, Andi Makbul; AM Hayat, Muhyiddin; Anas, Andi Lukman
PROGRESS Vol 17 No 2 (2025): September
Publisher : P3M STMIK Profesional Makassar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56708/progres.v17i2.473

Abstract

The evaluation of government training programs is often hindered by manual analysis of unstructured qualitative feedback, making the process inefficient and subjective. This study aims to implement and evaluate a sentiment classification model using a hybrid Lexicon-Based and Support Vector Machine approach to analyze participants’ perceptions of the Vocational School Graduate Academy training organized by BBPSDMP Kominfo Makassar, as well as to compare the performance of a standard SVM model with a model optimized using Particle Swarm Optimization. This quantitative research employs 2,313 unstructured review data, which undergo text preprocessing, initial lexicon-based labeling, and TF-IDF feature extraction before being classified using an SVM with an RBF kernel. The results show that the SVM model optimized with PSO consistently outperforms the standard model across all four evaluation aspects, with the most significant accuracy improvement observed in the instructor category from 84.71% to 89.02% and in the assessor category reaching 91.46%. PSO optimization has proven effective in enhancing the model’s ability to identify negative sentiments, which represent the minority class. The hybrid approach with PSO optimization is capable of producing a more accurate and balanced classification system, with practical implications as an objective automated evaluation tool.
Co-Authors Abdul Wahab Abdullah Abdullah Achmad Noerkhaerin Putra Ajelin, Ajelin Ali Haidir Aliem Bahri, Aliem Alimuddin, Hadijah AM Hayat, Muhyiddin Anas, Andi Lukman Anas, Lukman Ardiyanti Arva, Siti AS, Andi Indahwaty Asadi Abdullah Asikin, Abdul Malik Aspika, Andi B, Burhanuddin Bahrawi, Nfn Bahtiar Efendi Bakti, Rizki Yusliana Baso Amang, Baso Berliana Berliana Damin, Sardi Hi. Darmawati Darmawati Darti Akhsa, Amaliah Chintami Dastar Sarro, Dastar DEWI SAHARA Dewi Tureni Dhahir, Darman Fauzan Dhian Herdhiansyah Donny Dharmawan Dzulkifli, Andi Muhammad Eko Priyantono Elis Tambaru Emilsyah Nur Fajri Fajri Fatimah, Sundari Fitriana Fitriana Guruh Amir Putra Hadianto, Farmady Hamdat, Amin Hamid, Usman Hamzah, Fyrda Faradyba Hanafie, Ahmad Harahap, Erwinsyah Hasyim Hastuti Herman Heriyadi, Heriyadi Hermagustiana, Istanti Herman, nfn I Made Budiarsa Idris Imaduddin, Imaduddin Indrianto Kadeko Irma Irwan Irwan Iskandar Iskandar Istoni, Reza Jabal Nur, Jabal Jeanny Maria Fatimah Jefi, Jefi Judijanto, Loso Kadir, Djamaluddin Kalukar, Ventje Janny Kespandiar, Tengku Kunta, Tamrin M. Rachmat Kasmad Malik Asikin, Abdul Mardhatillah , Mardhatillah Mardhatillah, Mardhatillah Mardianah, Mardianah Maruloh, Maruloh Maryati Ma’suf, Assayuthi Messa, Samsuddin B. Muhammad Arsan Jamili Muhammad Dzulkifli, Andi Muhammad Faisal Muhammad Faisal Muhammad Nur Hidayat Mukhlis Amin Mukhtar, Afiah Mus, Abdul Rahman Nasir, Munawir Nour Rahman, Sugirah Nur Aida Nur Aida, Nur NUR ARIFAH Nur Faidah, Nur Nurfaidah Nurfaidah Nurfaidah Nurpadila, Nurpadila Patimang, Andi Pratiwi Hasan, A Suci Rachman, Fahrim Irhamna Rafiuddin Rahman, Sugirah Nour Ratna Dewi Rostiati Dg Rahmatu S. Kuba, Muhammad Syafa'at Salam, Kartanegara Salmawati Salmawati, Salmawati Sandy, Asnur Sangadji, Muhammad Nur Sanrebayu Septian Palma Ariany Serlin serang Shaleh, Muhammad Shodiq, Andi Ahmad Sitti Aida Azis, Sitti Aida Sri Wulandari Sriwijaya, Reski Rahman Sumandito, Aji Sunarto , Sunarto Suriyanti , Suriyanti Suriyanti, Suriyanti Syamsuri, Andi Makbul Tasmil, nfn Tu Sa’diah, Siti Latifah Tupanwael, Fenti A. Tuti Bahfiarti Ummu Kalsum Veithzal Rivai Zainal Wahidah , Wahidah Wahyuni, Titin Wahyuni, Vebriayanti Waluyo, Subur Waluyo, Subur Widyastuty, Wiwiek Yahya Yasin, Yade K Yayat Dendy Hadiyat Yulistina, Imung Yundari, Yundari Zainuddin, Yuliani Zainuddin, Zainuddin Zakaria Zakaria