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All Journal Jurnal Mantik Penusa MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer Jurnal Nasional Komputasi dan Teknologi Informasi JURNAL TEKNOLOGI DAN ILMU KOMPUTER PRIMA (JUTIKOMP) ComTech: Computer, Mathematics and Engineering Applications Jurnal Mantik TRIDARMA: Pengabdian Kepada Masyarakat (PkM) Jurnal Teknik Informatika C.I.T. Medicom Journal of Intelligent Decision Support System (IDSS) INFOKUM Journal of Innovation Information Technology and Application (JINITA) Jurnal Ilmu Komputer dan Sistem Informasi (JIKOMSI) Journal of Computer Networks, Architecture and High Performance Computing International Journal of Basic and Applied Science Jurnal Mandiri IT Jurnal Nasional Teknologi Komputer LEBAH Journal of Computer Science and Research International Journal of Enterprise Modelling
Fristi Riandari
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Hybrid ABSA–C5.0 framework for interpretable classification of tourist perceptions in digital destination services Fristi Riandari; Ramadhanu Ginting; Indri Sulistianingsih; Virdyra Tasril; Ade Rizka
International Journal of Basic and Applied Science Vol. 15 No. 1 (2026): Basic and Applied Science
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/ijobas.v15i1.856

Abstract

This study proposes an interpretable ABSA–C5.0 hybrid framework for analyzing tourists’ perceptions of digital destination information services. This framework integrates Aspect-Based Sentiment Analysis (ABSA) for aspect extraction and sentiment assessment with C5.0 decision trees for classification and rule generation. This study follows the Knowledge Discovery in Databases (KDD) process, including preprocessing, feature engineering, modeling, and evaluation. The experiment uses a statistically synthesized dataset containing 72 labeled reviews, designed to reflect real-world online review patterns. With a 70:30 validation split, the model achieved 97.22% accuracy and a Cohen’s Kappa value of 0.947 in this controlled setting. However, these results are not intended for generalization, given the limited dataset size, synthetic data construction, and the absence of baseline comparisons and statistical significance tests. The extracted rules indicate that interactivity, clarity, and response speed are the primary factors driving positive perceptions. This framework is suitable for exploratory analysis, while further validation with real-world data and comparative models is required.
Edukasi Sustainable Development Goals (SDGs) sebagai Upaya Meningkatkan Kesadaran Mahasiswa terhadap Pembangunan Berkelanjutan Hengki Tamando Sihotang; Fristi Riandari; Wildan Alrasyid; Jonson Manurung; Kharisma Wiati Gusti; Ezra Natasya.S; Yudistira Alif Raditya; Dahayu Annisa Nathania
Lebah Vol. 19 No. 6 (2026): July: Pengabdian
Publisher : IHSA Institute

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/lebah.v19i6.594

Abstract

Sustainable Development Goals (SDGs) merupakan agenda pembangunan global yang bertujuan mewujudkan pembangunan berkelanjutan melalui 17 tujuan utama yang mencakup aspek sosial, ekonomi, dan lingkungan. Perguruan tinggi memiliki peran strategis dalam meningkatkan literasi SDGs di kalangan mahasiswa sebagai agen perubahan. Kegiatan Pengabdian kepada Masyarakat (PKM) ini bertujuan meningkatkan pemahaman mahasiswa mengenai konsep dan implementasi SDGs melalui kegiatan sosialisasi daring. Kegiatan dilaksanakan pada 05 Juni 2026 melalui Zoom Meeting dengan melibatkan 300 mahasiswa Fakultas Ilmu Komputer Universitas Pembangunan Nasional Veteran Jakarta. Metode yang digunakan meliputi tahap persiapan, sosialisasi, diskusi, dan evaluasi menggunakan instrumen pre-test dan post-test. Hasil kegiatan menunjukkan adanya peningkatan pemahaman pada seluruh indikator yang diukur. Rata-rata pemahaman peserta meningkat dari 47,0% pada saat pre-test menjadi 90,3% pada saat post-test dengan peningkatan sebesar 43,3%. Hasil ini menunjukkan bahwa sosialisasi SDGs efektif dalam meningkatkan literasi pembangunan berkelanjutan dan kesadaran mahasiswa terhadap Agenda 2030
Co-Authors Ade Rizka Adjie Bintang Pamungkas Afifa, Rizky Maulidya Afrisawat, Afrisawat afrisawati, Afrisawati Agustina Simangunsong Aisyah Alesha Arjon Samuel Sitio Baik Sepwanri Sinaga Barreto Jose da Conceição Benny Ginting Bosker Sinaga Chandra, Suherman Christina Simanjuntak Cristy, Niolinda Dahayu Annisa Nathania Dalimunthe, Yulia Agustina Danvy Nadhira Dedi Setiawan Halawa Demita Sihotang Dewi Novika Simanjuntak Dimas Ribowo Esera Gulo Ezra Natasya.S Ginting, Ramadhanu Hamed Huckle Schubert Hasugian , Paska Marto Hasugian, Penda Sudarto Hengki Tamando Sihotang Husain Husain Ibnu Rizky Indri Sulistianingsih John Foster Marpaung Jonhariono Sihotang Jonson Manurung Judijanto, Loso Kharisma Wiati Gusti Lamhot Situmorang Lise Pujiastuti Marsoit, Patrisia Teresa Mochamad Wahyudi Muhammad Rafli Muhammad Syaif Nasib Ratna Sari Purba Nellysa Putri Denila Nasution Novita Ria Lase Nurul Hayani Panjaitan, Firta Sari Petti Indrayati Sijabat Pilisman Buulolo R. Mahdalena Simanjorang Ramadhanu Ginting Ramayuni Marpaung Rehentiara Siringoringo Rian Syahputra Rita Zahara Tarigan Ritha Zahara Tarigan Ritonga, Rama Prameswara Rohit Gautama Roimasro Sibagariang Safitri, Habibi Ramdani Sari Murni Sarjon Defit Sethu Ramen Sim, Lee Choi Simangunsong, Agustina Sinaga, Baik Sepwanri Siringoringo, Rimmar Siti Ilya Suwella Situmorang, Lamhot Song , Jiang Lou Subowo Subowo Subowo Subowo Sulistianingsih, Indri Susandri, Susandri Tarisa Tarigan Tasril, Virdyra Temasokhi Ndruru Teresia Herniamwati Zebua Vinsensia, Desi Virdyra Tasril Wan Wimar Yahya Wildan Alrasyid Yuda Perwira Yudistira Alif Raditya Yunus Simare-mare