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Journal : Proceeding of the Electrical Engineering Computer Science and Informatics

Improvement of Cluster Importance Algorithm with Sentence Position for News Summarization Nur Hayatin; Gita Indah Marthasari; Syadza Anggraini
Proceeding of the Electrical Engineering Computer Science and Informatics Vol 5: EECSI 2018
Publisher : IAES Indonesia Section

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (704.002 KB) | DOI: 10.11591/eecsi.v5.1624

Abstract

Text summarization is one of the ways to reduce large document dimension to obtain important information from the document. News is one of information which usually has several sub-topics from a topic. In order to get the main information from a topic as fast as possible, multi-document summarization is the solution, but sometimes it can create redundancy. In this study, we used cluster importance algorithm by considering sentence position to overcome the redundancy. Stages of cluster importance algorithm are sentence clustering, cluster ordering, and selection of sentence representative which will be explained in the subsections below. The contribution of this research was to add the position of sentence in the selection phase of representative sentence. For evaluation, we used 30 topics of Indonesian news tested by using ROUGE-1, there were 2 news topics that had different ROUGE-1 score between using cluster importance algorithm by considering sentence position and using cluster importance. However, those 2 news topics which used cluster importance by considering sentence position have a greater score of Rouge-1 than the one which only used cluster importance. The use of sentence position had an effect on the order of sentence on each topic, but there were only 2 news topics that affected the outcome of the summary.
Co-Authors Abu Hanifah Adam Novrisal Agus Eko Minarno Akbi, Denar Regata Aldiensyah Alfin Lutfi Sidiq Amelia Deastu Amelia Dwi Deastu AMINUDIN Aminudin Aminudin, Aminudin Anastasia Lidya Maukar Andjani Chaerun Nisha Anggraini, Syadza Ani Tri Wahyuningsih Anik Vega Vitianingsih Arif Rahmadhani Basuki, Setio Belli Kafilla Gani Briansyah Setyo Wiyono Cahyanto, Mochammad Andre Chita Nauly Harahap Christian Sri Kusuma Aditya Darfian Ardiansyah Diah Risqiwati Didih Rizki Chandranegara Dwi Kurnia Puspitaningrum Effendy, Nico Ardia Eko Budi Cahyono Elsyah Ayuningrum Elza Norazizah Evi Dwi Wahyuni Faiqurrahman, Mahar Fajarisma Asfiana Putri Fajrur Rahman Suprapto Fakhrul Islami Fathoni, Muhammad Asrar Fatimah Defina Setiti Alhamdani Febri Ayu Fitriani Ferin Reviantika Frengky Prastyo Gita Ismadianti Hanafi Prasetyoko Haqim, Gilang Nuril Haris Diyaul Fata Harizal Iqmal Hasan I'anatut Thoifah Imam Halimi Indrabayu, Rizky Irsandro, Ahmad Karima Maydina Yanti Kresna Arief Nugraha Lailatul Husniah Lia Nuarini Luqman Hakim M. Isnainur Hidyatullah Mahar Faiqurahman Mairissa Anggraini Moh. Taufiq Hidayat Muhammad Alfian Ramadhani Muhammad Asrar Fathoni Muhammad Gufron Muhammad Ilham Muhammad Iqbal Muhammad Iqbal Ramadhan Muhammad Rizky Aviansyah Muhammad Ulfi Nabillah Annisa Rahmayanti Nina Mauliana Noor Fajriah Nirma Dwi Wulansari Nirma Noviasari, Vebrian Nuarini, Lia Nur Hayatin Nur Riyan Sahara Nuryasin, Ilyas Pendi, Wendi Praadita, Firman Noor Rafli, Muhammad Alvin Rellanti Diana Kristy Risdianto Risdianto Rizky Irwan Saputra Roni Hadi Wijaya S, Vinna Rahmayanti Saiful Amien Silcillya Ayu Astiti Syadza Anggraini Syaifudin Zuhri Tsabitah Ayu Rahmawati Tutik Sulistyowati Vebrian Noviasari Wahyu Andhyka Kusuma Waliyyullah Mufid Wicaksono, Galih Wasis Wildan Suharso Wiyono, Briansyah Setio Wiyono, Briansyah Setyo Yudi Ananta Prasetya Yufis Azhar Yuniarti, Maulidya Zachra, Fatimatus Zakaria, Irfan Zakiyah Mahfudho Zamah Sari Zildan Rahmatullah