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All Journal Paradikma: Jurnal Pendidikan Matematika JURNAL PENELITIAN SAINTIKA Jurnal IPTEK JURNAL PENGABDIAN KEPADA MASYARAKAT Journal of Tropical Biodiversity and Biotechnology Jurnal KARISMATIKA JTT (Jurnal Teknologi Terpadu) Indonesian Journal of Artificial Intelligence and Data Mining BAREKENG: Jurnal Ilmu Matematika dan Terapan Journal of Information Systems and Informatics bit-Tech Jurnal Sains dan Teknologi JATI (Jurnal Mahasiswa Teknik Informatika) PHI: Jurnal Pendidikan Matematika SKANIKA: Sistem Komputer dan Teknik Informatika Journal of Soft Computing Exploration Djtechno: Jurnal Teknologi Informasi Jurnal SAINTIKOM (Jurnal Sains Manajemen Informatika dan Komputer) INCODING: Journal of Informatics and Computer Science Engineering Instal : Jurnal Komputer ALACRITY : Journal Of Education Jurnal Dinamika Informatika (JDI) Archive: Jurnal Pengabdian Kepada Masyarakat PROSISKO : Jurnal Pengembangan Riset dan observasi Rekayasa Sistem Komputer Journal of Artificial Intelligence and Engineering Applications (JAIEA) Blend Sains Jurnal Teknik Journal of Student Research EINSTEIN (E-JOURNAL) Ocean Engineering: Jurnal Ilmu Teknik dan Teknologi Maritim Innovative: Journal Of Social Science Research Asian Journal of Applied Education Lencana: Jurnal Inovasi Ilmu Pendidikan Journal of Informatics and Data Science (J-IDS) Journal of Mathematics, Computation and Statistics (JMATHCOS) Darma Abdi Karya: Jurnal Pengabdian Kepada Masyarakat Journal of Information Technology
Said . Iskandar
Universitas Negeri Mean
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology 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 Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Public Health Social Sciences Transportation Other

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Journal : journal of soft computing exploration

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Implementation of text summarization on indonesian scientific articles using textrank algorithm with TF-IDF web-based Sihombing, Jeremia Jordan; Arnita, Arnita; Al Idrus, Said Iskandar; Niska, Debi Yandra
Journal of Soft Computing Exploration Vol. 5 No. 3 (2024): September 2024
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v5i3.475

Abstract

The development of information technology has significantly changed how information is accessed, necessitating readers to absorb content efficiently and make quick decisions. To address this challenge, this research developed a text summarization system specifically for Indonesian scientific articles using a web-based implementation of the TextRank and TF-IDF algorithms. TextRank was selected for its capability to identify key sentences without requiring training data, while TF-IDF was employed to weight words based on their frequency within the document. The dataset comprised 100 scientific articles in Indonesian from the Unimed Kode Journal, covering the years 2022-2024. The summarization process included several critical stages: text preprocessing, TF-IDF weighting, cosine similarity calculation, and sentence ranking. The resulting summaries were rigorously evaluated by language experts and website specialists using a Likert scale to assess both the quality of the summaries and the usability of the system. The findings demonstrated that the system effectively generated summaries that retained essential information from the original articles, with the highest accuracy observed at a 50% compression rate (88.533%). Additionally, the system achieved good performance at 40% compression (85.133%) and 30% compression (81.26%). The web-based system allows users to input article text and quickly obtain a summary, offering a practical tool for researchers and readers to efficiently comprehend academic content.
Website based classification of karo uis types in north sumatra using convolutional neural network (CNN) algorithm Purba, Boy Hendrawan; Syahputra, Hermawan; Idrus, Said Iskandar Al; Taufik, Insan
Journal of Soft Computing Exploration Vol. 5 No. 4 (2024): December 2024
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v5i4.500

Abstract

Indonesia is one of the largest archipelagic countries in the world. It has abundant cultural diversity including nature, tribes. One of the tribes in Indonesia is the Batak Karo tribe. Batak Karo is a tribe that inhabits the Karo plateau area, North Sumatra, Indonesia. Batak Karo has various cultures, one of which is a traditional cloth known as uis. Unfortunately, the Karo Batak community, especially the younger generation, has insufficient knowledge of the types of uis. Thus, a solution that is easily accessible both in terms of time, cost and experts in recognizing Uis is needed. This research aims to build a website-based application that can classify the types of Karo Uis. This research uses Convolution neural network (CNN) using Alex Net architecture, to get the best model this research compares several hyper parameters, namely learning rate of 10-1 to 10-4, and data division with a ratio of 70:30 and 80:20. The best model falls on a ratio of 70:30 and a learning rate of 10-4 with an accuracy of 98%, and a validation accuracy of 99%, then the model is stored in h5 format in this study successfully builds and implements the model into a web-based application.
Co-Authors Ada Novisari D. Simanungkalit Adidtya Perdana Afiq Alghazali Lubis Ahmad Landong Alfattah Atalarais Ananda Hatmi, Reza Angga Warjaya Aqila Salsabila Arifin, Khusnul Arnah Ritonga Arnita Arnita Arnita Arnita Arnita Arnita Arnita Arnita Arnita Arnita Ary Prandika Siregar Asiah Asiah Billroy A Ginting Chairunisah Chairunisah Chairunisah Chairunisah, Chairunisah Citra Citra Debi Yandra Niska Dechy Deswita Indriani.S Devi Juliana Napitupulu Diah Retno Wahyuningrum Dian Septiana DIdi Febrian Didi Febrian Eka Nainggolan, Rinay Eko Prasetya, Eko Elmanani Simamora Elvis Napitupulu, Elvis Fadlan Azmi Fadlan Isa Damanik Fadlan Isa Damanik Farhan Ramadhan, Haikal Faridawaty Marpaung Fatizanolo Buulolo Fauziyah Harahap Fira Dilla Fitria, Amanda Hermawan Syahputra Hermawan Syahputra Hermawan Syahputra Ichwanul Muslim Karo Karo Ihsan Zulfahmi Inna Muthmainnah Insan Taufik Izwita Dewi Josua Christian Kana Saputra S Kana Saputra S Kana Saputra S Kana Saputra S Kana Saputra S Kuraini, Atifa Nuzulul Lazuardi Lazuardi M. Ananda Rizki Tambunan M. Revano Ananda Lubis MANSUR AS Manullang, Sudianto Manurung, Jeremia Marlina Setia Sinaga Maulana Malik Fajri Miclyael Luge Miftahul Janna Mika . Layakana Mochammad Gani Alfa Alkhoiri Siregar Mualiawan Firdaus Muhammad Noer Fadlan Muhammad Rifqi Maulana Muthmainnah, Inna Nabila, Rinjani Cyra Nafisa, Anti Nada Nasution, Hamidah . Nerli Khairani Nice R Refisis Niska, Debi Yandra Nurkhalizah, Rezeki Nurliani Manurung Olga Laura Mahlona Pane, M Iqbal Anata Pane, Yeremia Yosefan Puji Prastowo, Puji Purba, Boy Hendrawan Rahmani . . Ramadhani, Fanny Refisis, Nice Rejoice Reza Al Alif Reza Al Alif Rovita Indah Ayu Ningtias Rudi Setiawan Siburian, Rulli Prasetio Bane Sihombing, Jeremia Jordan Simamora, Elmanani Simanjorang, Rio Givent A Simbolon, Mula Tua Elia Sri Mulyana Sri Mulyana Sudianto Manullang Sudianto Manullang Suryani, Nita Susiana Susiana Susiana Susiana Susiana Syarida Aini, Desti Tarigan, Dewan Dinata Tarigan, Yosua Yosephine Todo Josafat Simanjutak Trisna Utami Putri Wahabi Hasibuan, Rahman Warjaya, Angga Wilma Handayani Yuanita Rachmawati Yulita Molliq Rangkuti Yulita Molliq Rangkuti Yulita Molliq Rangkuti Yusuf, Yusnaeni Zufahmi Indra Zulfahmi Indra Zulfahmi Indra Zulfahmi Indra Zulfahmi Indra, Zulfahmi