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All Journal MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Jurnal EECCIS Jurnal Teknologi Informasi dan Ilmu Komputer Format : Jurnal Imiah Teknik Informatika Network Engineering Research Operation [NERO] Indonesian Journal of Artificial Intelligence and Data Mining JURTEKSI Systemic: Information System and Informatics Journal Jurnal Ilmu Komputer dan Desain Komunikasi Visual Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi Jurnal Manajemen Informatika dan Sistem Informasi JATI (Jurnal Mahasiswa Teknik Informatika) Scientific Journal of Informatics Journal of Innovation in Educational and Cultural Research Jurnal Inovasi Informatika International Journal of Computer and Information System (IJCIS) Journal of Informatics Management and Information Technology Jurnal Komputer Teknologi Informasi Sistem Komputer (JUKTISI) Jurnal Sistem Informasi dan Bisnis Cerdas Jurnal Ecotipe (Electronic, Control, Telecommunication, Information, and Power Engineering) IPSIKOM Jurnal Manajemen Informatika, Sistem Informasi dan Teknologi Komputer (JUMISTIK) Jurnal Bisnis Digital dan Enterpreneur (BISENTER) JuTISI (Jurnal Teknik Informatika dan Sistem Informasi)
Mujib Ridwan
Universitas Islam Negeri Sunan Ampel Surabaya
Arts Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Languange, Linguistic, Communication & Media Social Sciences Other

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Journal : Indonesian Journal of Artificial Intelligence and Data Mining

 1 
Named Entity Recognition Using Conditional Random Fields for Flood Detection In Gerbang Kertosusila Based Twitter Data Ulumiyyah, Ikrimatul; Rolliawati, Dwi; Izzuddin, Andik; Khalid, Khalid; Khunaefi, Anang; Ridwan, Mujib
Indonesian Journal of Artificial Intelligence and Data Mining Vol 7, No 2 (2024): September 2024
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v7i2.27062

Abstract

The national strategic area Gerbang Kertosusila East Java should be aware of floods. One of the existing efforts is to place flood sensors at several flood-prone points. However, that way is constrained by the need for more equipment to handle the many needy areas. So it is necessary to develop technology for the dissemination of flood information. Dissemination of flood information was quickly obtained from social media Twitter. One way is to use Twitter's text data source for a Named Entity Recognition model to help detect flood events and their locations. The Named Entity Recognition (NER) model was constructed using the Conditional Random Fields (CRFs) method to achieve research objectives. This research adds slang word handling at the preprocessing stage to improve model performance and the use of the BIO format in the labeling process and POS Tagging in the Feature Extraction process. Evaluation results with five Kfolds, 80% training data, and 20% test data show that the NER CRFs model performs excellently with a Precision of 0.981, Recall of 0.926, and f-measure of 0.950 so that these results can help the community and government regarding the information on the distribution of floods.
Co-Authors Achmad Teguh Wibowo Ahmad Yusuf Al Ghifary, Muhammad Fawaid Amin, Faris Mushlihul Amin, Faris Muslihul Anam, Arjun Sirojul Anang Kunaefi, Anang Ardhani, Alvina Arjun Sirojul Anam Audi Cahya Lucky Ramadhan Bakti, Satria Wira Bayu Adhi Nugroho Cahyani Fitonah, Rizki Dwi Rolliawati Evi Fatimatur Rusydiyah Faris Mushlihul Amin Hikmah Rossyta Virgiannada Izzah Islamiyyah, Daffah Thoriqotul Izzuddin, Andik Izzuddin, Muhammad Andik Jeffri Dian Asmoro Khalid Khunaefi, Anang Kusnul Prianto, Kusnul M. Machrush Aliy Sirojjam Mushlich Mahameru, Irfan Andito Maharani, Angelina Putri Maula, Muhammad Faruq Rahman Moechammad Sarosa Moh. Rifqi Rahman Mohammad Fauzi Muhammad Hanafi Nurdian, Risky Agung Permadi, Sulton Bagus Pratama, Rakadian Audiga Rahayu, Indah Mustika Rahmansyah, Jafa Ravly Dwi Septian Risky Agung Nurdian Rizka Putri Utami Rolliawati, Dwi Rudi Setiawan Salsabila Nasution, Amanda Sayyida, Anggy Claudy Septiana, Rochmah Siti Murni Rochmatin Solakhudin, Muhammad Rafi Subhan Nooriansyah Sururin Darina Suyono, Hadi Ulumiyyah, Ikrimatul Utama, Arya Prayogi Yalina, Nita Yulianto, Novin Ardian Yunita Ardilla Yusuf Amrozi Zainul Abidin