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All Journal J@TI (TEKNIK INDUSTRI) Jurnal Algoritma Jurnal Kalibrasi STRATEGIC JOIN (Jurnal Online Informatika) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) MANAJERIAL JMM (Jurnal Masyarakat Mandiri) Indonesian Journal of English Language Teaching and Applied Linguistics Business Innovation and Entrepreneurship Journal Scope: Journal of English Language Teaching Jurnal Wacana Ekonomi Elsya : Journal of English Language Studies Khazanah Sosial Jurnal Teknik Informatika (JUTIF) Didaktika: Jurnal Kependidikan Khazanah Akademia Indonesian Journal of EFL and Linguistics Jurnal PkM MIFTEK Jurnal Algoritma Jurnal Kalibrasi Bandung Conference Series: Economics Studies Engineering Science Letter Journal of Knowledge Management Jurnal Mitra Teknik Industri Indonesian Journal of English Language Teaching and Applied Linguistics
Hilmi Aulawi
Institut Teknologi Garut
Religion Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Materials Science & Nanotechnology Mathematics Social Sciences Other

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Journal : Jurnal Teknik Informatika (JUTIF)

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C4.5 ALGORITHM FOR DISASTER IDENTIFIER SYSTEM Ade Sutedi; Hilmi Aulawi; Eko Walujodjati; Dini Destiani Siti Fatimah
Jurnal Teknik Informatika (Jutif) Vol. 3 No. 3 (2022): JUTIF Volume 3, Number 3, June 2022
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20884/1.jutif.2022.3.3.160

Abstract

Disaster management is a strategic issue that has been widely studied as a form of mutual responsibility in reducing victims and losses due to disasters. Today, one of the sources of disaster information is spread on Twitter social media. This research explains the implementation of the C4.5 algorithm to classify and map the disaster information that delivers using social media Twitter from the official BNPB_Indonesia account. The disaster data was retrieved and then processed to display in the geographic information system form. The words combination of disaster events, victims, and disaster locations process is carried out using n-gram by divided into unigram, bigram, and trigram to obtain the vocabulary accordance with the database. The C4.5 algorithm in this research was used to classify the disaster information with several categories. The results shows that the C4.5 algorithm can be used to classified the category of disaster and could identified the disaster informasion such as type of disaster, victims, and locations. The result can provide real time information on the distribution of disaster events and their locations using geographical information system. However, for location such as name of provinces only which has many geo-position possibilities (district or sub-district). The determination of the disaster location could be difficult. In addition, to determine the information obtained from post-disaster conditions such as the number of victims, damage, and losses. The comparison of n-gram with predetermined keywords is still constrained by noise of data.
Co-Authors Abdu Syobir Abdusy Syakur Amin Ade Sutedi Agi Ferdiansyah Sunarya Ahmad Dzulfikar, Bilal Aisyah, Risa Al Faujan, Septian Kiki Al Fisimar, Farhan Alpin Nurzaman Andri Ikhwana Andriyas Kurniawan, Wahyu Angga Syaeful Azhar Anjas Ninda Hantari Ariyan Hendriatama Putra Saridi Asri Mulyani Aulia Malik Ayu Latifah Bajuri, Ahmad Balilo Jr, Benedicto B. Dahman, Muhamad Dede Kurniadi Deni Sahroni Dewi Rahmawati DEWI RAHMAWATI Dian Kusma Noria Dini Destiani Siti Fatimah Dini Riska Anggraeni Eko Walujodjati Faujani, Zidan Ahmad Fikar Raysona, Mochamad Firmansyah, Ara Fitrin Rawati Suganda Gilang Nur Akbar Hamdani, Nizar Alam Hatta Jayawardhana Holisoh, Iis Iman Sudirman Imat Sutarman Iqbal Try Maulana Kadarsah Suryadi Kustian Arisandi Fajar Latif, A. Abdul Misbah Syahbudin, Muhammad Khoirul Muhamad Faisal Muhammad Syauqi Mubarok, Muhammad Syauqi Nabhani, Irfan Neng Rita Nurjanah Nugraha, Amanda Pratiwi Nurhaliza, Nabila Putri Nursa'diah, Rifania Sapta Oktavia, Rahmi Zachra Rahmi, Murni Lestari Rajesri Govindaraju Ramadhani, Reski Rani Andriani, Rani Reski Ramadhani Revy Ardiansyah Ridwan Jauhari Ridwan Setiawan Ridwan Setiawan Ridwan Setiawan Rina Kurniawati Rina Kurniawati Rinda Cahyana Rinrin Rubianti Risa Aisyah Robiyatul Adawiyah Isni Putri Rospita S, R Tita Ruari, Elgi Muhamad Rustandi Rustandi, Rustandi Sabila Rismawati Saepul Jamil, Alwis Santoso, Bambang Tri Sheila Nur Sheilawati Sopian Sopian Sri Rahayu Sukonoya, Muhammad Fajar Sunarya, Agi Ferdiansyah Suseno, Novie Susanti Taofik Slamet Taptajani, Dedi Sa'dudin Ulfa, Risma Liyana Vizay Vicky Pratama Wahyu Andreas Kurniawan Wahyu Andriyas Kurniawan Yadi Ahmad Fauzi Yanti Yogi Permana Yogi Teguh Herdiansyah yudiardi, dodi Yusep Senjani