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All Journal JURNAL SISTEM INFORMASI BISNIS SUPREMASI: Jurnal Pemikiran, Penelitian Ilmu-Ilmu Sosial, Hukum dan Pengajarannya Proceedings of KNASTIK TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Informatika Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Prosiding SNATIKA Vol 01 (2011) Jurnal sistem informasi, Teknologi informasi dan komputer WARTA Khazanah Informatika: Jurnal Ilmu Komputer dan Informatika KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Komuniti : Jurnal Komunikasi dan Teknologi Informasi Proceeding of the Electrical Engineering Computer Science and Informatics JOIN (Jurnal Online Informatika) ARISTO Syntax Literate: Jurnal Ilmiah Indonesia Abdimas Talenta : Jurnal Pengabdian Kepada Masyarakat Al-Urban: Jurnal Ekonomi Syariah dan Filantropi Islam LINGUISTIK : Jurnal Bahasa dan Sastra Awang Long Law Review Journal of Education, Humaniora and Social Sciences (JEHSS) Journal of English Education and Teaching (JEET) Indonesia Berdaya Jurnal Ilmiah Matematika AMNESTI : Jurnal Hukum Jurnal Pendidikan dan Teknologi Indonesia Jurnal VORTEKS Jurnal Manajemen Pendidikan Al Hadi Jurnal Media Informatika KARYA: Jurnal Pengabdian Kepada Masyarakat Journal of Education Research International Journal of Science and Society (IJSOC) East Asian Journal of Multidisciplinary Research (EAJMR) Sinomika Journal: Publikasi Ilmiah Bidang Ekonomi dan Akuntansi Jurnal Lingkungan Binaan Indonesia Journal of Peasants' Rights Prosiding University Research Colloquium Abdi Teknoyasa Al-Hisbah Jurnal Ekonomi Syariah Literasi: Jurnal Pengabdian Masyarakat dan Inovasi English Education and Applied Linguistics Journal (EEAL Journal) Mitra Abdimas: Jurnal Pengabdian kepada Masyarakat Science and Education Journal Proceeding of International Conference on Special Education in South East Asia Region Socius: Social Sciences Research Journal SmartComp WATHAN: Jurnal Ilmu Sosial dan Humaniora The Indonesian Journal of Computer Science Jurnal PETISI (Pendidikan Teknologi Informasi) Dalihan Na Tolu : Jurnal Hukum, Politik dan Komunikasi Indonesia Jurnal Arsitektur ARCADE Jurnal Sosiologi USK (Media Pemikiran & Aplikasi) Jurnal Legalitas Ipso Jure
Husni Thamrin
Universitas Muhammadiyah Surakarta
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Veterinary Other

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Journal : JOIN (Jurnal Online Informatika)

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Performance of Machine Learning Algorithms on Automatic Summarization of Indonesian Language Texts Wiratmoko, Galih; Thamrin, Husni; Pamungkas, Endang Wahyu
JOIN (Jurnal Online Informatika) Vol 10 No 1 (2025)
Publisher : Department of Informatics, UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/join.v10i1.1506

Abstract

Automatic text summarization (ATS) has become an essential task for processing huge amounts of information efficiently. ATS has been extensively studied in resource-rich languages like English, but research on summarization for under-resourced languages, such as Bahasa Indonesia, is still limited. Indonesian presents unique linguistic challenges, including its agglutinative structure, borrowed vocabulary, and limited availability of high-quality training data. This study conducts a comparative evaluation of extractive, abstractive, and hybrid models for Indonesian text summarization, utilizing the IndoSum dataset which contains 20,000 text-summary pairs. We tested several models including LSA (Latent Semantic Analysis), LexRank, T5, and BART, to assess their effectiveness in generating summaries. The results show that the LexRank+BERT hybrid model outperforms traditional extractive methods, achieving better ROUGE precision, recall, and F-measure scores. Among the abstractive methods, the T5-Large model demonstrated the best performance, producing more coherent and semantically rich summaries compared to other models. These findings suggest that hybrid and abstractive approaches are better suited for Indonesian text summarization, especially when leveraging large-scale pre-trained language models.
Analyzing and Forecasting Admission data using Time Series Model Muhamad, Nu'man Normas; Thamrin, Husni
JOIN (Jurnal Online Informatika) Vol 5 No 1 (2020)
Publisher : Department of Informatics, UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/join.v5i1.546

Abstract

Problems that will be faced by higher education institutions, especially in the phase of new student admissions. Careful planning and strategies are needed in dealing with the process of admission of new students. The data for planning can be obtained using the forecasting method. The time series forecasting model is used to get forecasting data. Forecasting data is used for the decision making process. The data of new student admissions obtained is 3-period data (2017 - 2019). The data obtained is stationary. Because the data is stationary, the data does not need differentiation. The data obtained also has a sufficient correlation value, and has a loop on the 7th lag. Before making an application, a test is performed to find a time series model that is suitable for admission data. The tested models are the ARIMA model and the Autoregression model. In testing the forecast timespan, the ARIMA model gets a smaller error value in almost all tests. In the Cross-validation method, the ARIMA Model also gets a smaller RMSECV or MAECV value than the AR model. The ARIMA model was chosen to be implemented into the application. The auto_arima algorithm is used so that applications can adapt to different data. The ARIMA model is implemented into a prediction application using the Python programming language. Application development uses Django as a web-based web application framework. Bootstrap is used to create application interfaces. the result from forecasted data is acceptable for short period.
Co-Authors Ady Purna Kurniawan Afdal Afdal, Afdal Agus Makmum Agustinne, Hermince Anggelia Albert Septiawan Aldino Kemal Adi Gumawang Alfitri Alfitri Alwasilah, Senny S. Andika Dutha Bachari Andries Lionardo, Andries Andy Alfatih Angga Maulana Anggito, Anggito Anis Rindiani Annisa, Kahira Arifin, Adil Arrum Laksita Devi Arsyad, Muhammad Lutfi Aryani Ristyabudi Asmara Sari Nasution Atih, Idris Ayu, Wira Indah Bambang Wahyu Susanto Bana Handaga Batubara, Syahril Bella Brylian Berilphizaldi, Editho Binti Jaffri, Nurul Fatiha Br. Sinulingga, Nurhasanah Brylian, Bella Candra, Edward Chanani, Ubaidillah Al Cik Marhayani Cut Nuraini Dalillah, Aupi Darsita Suparno Dedi Ary Prasetya Depari, Jordan River Devi, Arrum Laksita Dewi Ratih, Dewi Dudy, Iwan Endang Wahyu Pamungkas Esti Royani, Esti Eswanto, Eswanto Fachry Abda El Rahman Fahrudin, Muhammad Husni Fatkhurrahman, Zuhdi Fazri, Muhammad Galih Pramuja Inngam Fanani Ginting, Gatri Janiti Kosagi Br Giwangkoro, Gery Gebyar Gumawang, Aldino Kemal Adi Gunawan Ariyanto Gunawan Sihombing Gusti Pirandy Hamzah Miftakhuddin Hanifah, Heni Harahap , Mari'e Mahfudz Harnady, Kunkun K. Hasibuan, Edi Sarman Hendra Sudrajat Heni Hanifah Heri Kusmanto, Heri Herlambang, Rahmandani Ida Sofiana Ilham Firizkillah Chairul, Muhammad Imanuddin, M. Irfan Miftahul Fauzi Ismail, Gunawan Ismi Kamelia Najib Putri Izzah Chairul, Aqidatul Jan Wantoro Koesoemo Ratih Laili Etika Rahmawati Linanda, Ayu Lionardo, Andreas Lubis, Kurniawan Lubis, Mia Aulina M. Sobri, Kgs. Mahamad, Abd Kadir Mahmudah, Salsabila Nurulfarah Makmum, Agus Mashuri Mashuri Mazdalifah Mazdalifah Meutia, Dewi Miftakhuddin, Hamzah Misnah Irvita Miyan Banu Setiyawan Mortheza, Dedy Moulita Mubarak, Hari Muhamad, Nu'man Normas Muhammad Luthfi Murtala, Alifah A. Mustain, Akhmad Nabila, Indah Nabila, Yugistia Azma Nadeak, Osin Najib Putri, Ismi Kamelia Nason Nadeak Nasution, Arif Fadillah Nasution, Mohammad Arif Nugroho, Hariyadi Fajar Nuraini Nuraini Nursanthy, Aji Titin Roswitha Oktafiani, Dewi Oktavianus, Andre Pamungkas, Ramadhana Wahid Aji Patricia, Angelica R. Dian Dia-an Muniroh Rahmandani Herlambang Rahmandani Herlambang Rahmat Kurniawan Rahmat Kurniawan Ramadhana Wahid Aji Pamungkas RAMADHANI, ANGGI Rasyid, Ibrahim Ihsan Refiza, Refiza Rezkiany, Miftha Aulia Riana Puspita, Riana Ribeiro, Leonito Ridho, Hatta Ristyabudi, Aryani Ritonga, Fajar Utama Rudi Irawan Rusmana, Erik Saliman, Abdul Rashid Salsabila Nurulfarah Mahmudah Saon, Sharifah Sari Nasution, Devi Maiya Sari, Vanny Yulia Eka Sasmitha, Ikhwa Satria Utama, Wahyu Titis Septiawan, Albert Siagian, Tony Sibaweh, Imam Siburian, Repaldo Sinar Nadhif Ilyasa Singh, Paramjit Singh Jamir Siregar, Onan M Siregar, Zufri Hasrudy Sitorus, Ana Tince Sobirov, Bobur Sudana, Dadang Sukrisno, Wijayono Hadi Sumijan Sumijan Supian Suriadi, Agus Thamrin, Muhammad Arganata Tiara Aninditha Tri Ramadani, Nadila Tuti Andriani Ubaidillah Al Chanani Umi Fadlilah, Umi Utama Ritonga, Fajar Wahyu Titis Satria Utama Wawan Joko Pranoto Wiratmoko, Galih Wuryanto Wuryanto Yahaya, Mohd Haizzan Yuliana, Irma Zulfikar Siregar, Achmad