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Journal : scientific journal of informatics

Identifying Relevant Messages from Citizens in a Social Media Platform for Natural Disasters in Indonesia Using Histogram Gradient Boosting and Self-Training Classifier Yunita, Ariana; Ramadhan, Zhafran; Angelia Regina Dwi Kartika; Irawan, Ade
Scientific Journal of Informatics Vol. 11 No. 2: May 2024
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/sji.v11i2.2287

Abstract

Purpose: This research aims to develop a classification model using histogram-based gradient boosting to identify relevant contextual tweets about disasters. This model can then be used for subsequent data cleaning stages. Methods: This study uses a semi-supervised approach to develop a classification model using histogram-based gradient boosting. The model is trained to identify and remove irrelevant tweets that are related to disasters and gathered from Twitter. Optimization techniques, such as the AdaBoost classifier, calibrated classifier, and self-training classifier, are used to enhance the model's performance. The goal is to accurately recognize and categorize relevant tweets for additional data analysis and decision-making. Result: The classification model that has been developed has achieved a high F1-score of 93.07%, which indicates its effectiveness in filtering disaster-related tweets that are relevant. This highlights the potential of the model to enable more precise aid distribution and faster decision-making in disaster response efforts. The successful implementation of the model also demonstrates its usefulness in utilizing social media data to enhance disaster management practices. Novelty: This research contributes to the analysis of social media through machine learning algorithms. By utilizing social media, specifically Twitter, as a valuable resource for disaster response efforts, this study tackles challenges related to data collection and analysis in disaster management. The classification of relevant tweets into different types of natural disasters offers opportunities to enhance stakeholder decision-making processes in disaster scenarios.
Co-Authors Abdillah Abdillah Abubakar Idham Madani Adinata, Surya Afifah Nurul Izzati Afrian Al-Haritz, Rafi Afriansyah Afriansyah Agusli, Rahmat Ahmad Saputra, Fahim Andiyantama, Muhammad Qubaisy Angelia Regina Dwi Kartika Angeline Safitri, Karin Anwar, Mahfud Ariana Yunita Asliah Zainal, Asliah Astina, Dina Aswatul, Muh Audina, Bella Puspita Aulia, Diva Ayu Puspitasari, Ayu Chitra Hermawan Constantine, Audrick Hubert Darmawan, Muhammad Redho Denny Nurkertamanda Ebelaristra, Prinsislamsheeny Brilliantdianty Efriani, Like Erwin Setiawan, Erwin Fadillah, Aulia Nur Indri Fadillah, Riestiya Zain Fadli, Rizki Faisal Anwar Farani, Firly Aulia Fatin, Niky Amira Febriyanti, audy zahra Fermana, Randi Hadi, Ismanurrahman Hamid, Aceng Abdul Haq, Mailatul Ilal HARI PURNOMO Hendro Setyono Herman Yuliyanto Hidayattullah, Dadan Ibrahim Ida Suryani Wijaya Imam Hanafi Irawan, Lutfi Iskandar, Yelita Anggiane Jannoke, Ludovika Joko Setiyono Karimah, Fitri Kumalasari, Diyanah Laia, Lisapna Linda Mariana Littu, Herlina Madrinovella, Ikri Mahachandra, Manik Maloka, Putri Ajeng Mansor, Khaeron Meliana, Risma Mika Patayang, Mika Muhammad Erwin muhammad rizky, muhammad Nabila Noor Qisthani Nabila, Nabila Nadzar Darmawan, Muhamad Najib, Mohamad Khoirun Nanik Sulistyani Naresti, Aulia Nasution, Fadly Ahmad Kurniawan Normansyah, Muhammad Dzaky Nur Azizah, Rafida NUR HASANAH Nur Rohmat Nur'arofah, Zilya Rizki Nuridah, Siti Nurluthfiana, Deby Nurselvi, Nurselvi Nurselvy, Nurselvy Ola, Rosita Ruslin Ina Prabaswari, Atyanti Dyah Priliyanabita, Gesha Pura, Margo Hadi Purnama, Muhamad Rifki PURWANTI PURWANTI Putra, Teguh Adiyas Putri, Emy Setiawati Melati Putri, Emy Setyawati Melati Qadar Hasani Rahman, Ahmad Fauzan Rahmatika, Siti Difta Ramadhan, Zhafran Ratnasari, Eka Retyaningsih, Retyaningsih Riadi, Farid Rikki Afrizal Riyano, Hendiko Rama Riyanto, Didik Rizkha Rida Rizki, Kiki Nur Rony, Zahara Tussoleha Rosida, Siti Ayu RR. Ella Evrita Hestiandari Rurianti, Dwi Visti Safitri, Luviana Nur Sagitarius, Elda Sahrul, Sahrul Salsabilla, Fitra Nuvus Sandi, Handi Ari Sari Novalianda Sari, Amarria Dila Sari, Desi Amaliyah Arum Sarjani, Tri Mustika Septyowati, Inna Setiawati Setiawati setyowati, agustina dyah Shinta Kusumaningtyas, Dyah Simbolon, Kiki Tristiawanti Siti Aisah Siti Suryani Sri Mulyani Sri Nurdiati Sugeng Riyanto Sulaiman, Davi sulanjari sulanjari, Sulanjari Susanty, Meredita Sutarman Sutarman Tamirsyah, Haniyah Taruna, Riyan Tasmi Thomas Afrizal, Thomas Tiara Aninditha Tuzzahra, Fatimah Ulfah, Mariam Vikaliana, Resista Wardana, Raka Sudira Weny Astuti Wicaksana, Ilyas Rasyid Wiratansa, Umar Yahanan Yahanan Yahya, Shanty Yamin, Muhamad Miftahul Yanti, Pirda Yaqin Yusup, Moh Ainul Yunita, Fina Yusuf Arifin Zahira, Iffah Zega, Felitusu Zubaedah, Laily Maknin Zulfikar Judge