Using social media data to monitor natural disaster: a multi dimension convolutional neural network approach with word embedding

MR Faisal, I Budiman, F Abadi, M Haekal… - … (Rekayasa Sistem dan …, 2022 - jurnal.iaii.or.id
Social media has a significant role in natural disaster management, namely as an early
warning and monitoring when natural disasters occur. Artificial intelligence can maximize …

Applying features based on word embedding techniques to 1d cnn for natural disaster messages classification

MR Faisal, I Budiman, F Abadi… - … of Computer and …, 2022 - ieeexplore.ieee.org
Messages of natural disasters on social media can be used as an early warning and
mitigation of natural disasters. Researchers developed a machine learning-based …

A comparison of word embedding-based extraction feature techniques and deep learning models of natural disaster messages classification

MR Faisal, I Budiman, F Abadi, M Haekal… - Journal of Computer …, 2023 - ph.pollub.pl
The research aims to compare the classification performance of natural disaster messages
classification from Twitter. The research experiment covers the analysis of three-word …

Gender Classification of Twitter Users Using Convolutional Neural Network

FA Mubarok, MR Faisal… - MATRIK: Jurnal …, 2023 - journal.universitasbumigora.ac.id
Social media has become a place for social media analysts to obtain data to gain deeper
insights and understanding of user behavior, trends, public opinion, and patterns associated …

Pemanfaatan Machine Learning Sebagai Sensor Berbasis Media Sosial Untuk Pemantauan Bencana Banjir Di Lahan Basah

MRFI Budiman, F Abadi - Prosiding Seminar Nasional Lingkungan …, 2023 - snllb.ulm.ac.id
Pesan bencana alam di media sosial dapat digunakan sebagai peringatan dini dan
pemantauan saat terjadi bencana alam. Machine learning dapat membantu menentukan …

A Review on Social Media and Deep Neural Networks for Sentiment Analysis in Emergency Management

S Kanungo, S Jain - 2023 IEEE International Conference on ICT …, 2023 - ieeexplore.ieee.org
Disaster management is essential to ensuring public safety and reducing the impact of
disasters. In recent years, disaster response and recovery have benefited from the use of …

A Comprehensive Performance Assessment of Machine Learning Models for Disaster Management

S Kanungo, S Jain - 2023 IEEE International Conference on ICT …, 2023 - ieeexplore.ieee.org
The incorporation of machine learning into disaster management is a game-changing
development since it improves our preparedness for, reaction to, and recovery from a wide …