Digital Echoes: Empowering Crisis Management and Urban Resilience Strategies with Real-Time Social Media Insights
Journal Title: International Journal of Social Science And Human Research - Year 2024, Vol 7, Issue 08
Abstract
This paper proposes an innovative approach for decision-makers, introducing a web application that employs a microservices architecture to analyze data gathered from social networks. In the context of smart cities, citizens act as "sensors", providing real-time insights through their online activities. By sharing locations and posting content, they generate data that can be analyzed using supervised machine learning algorithms and natural language processing techniques to identify significant urban events. The application was trained on a pre-labeled dataset from X, utilizing various machine learning models and NLP preprocessing techniques to achieve high accuracy in message classification. The dataset comprises texts with keywords related to disruptive events, such as fires, floods, heatwaves, and more severe contemporary issues like terrorism, war, or epidemics, labeled as either disruptive or neutral. Comprehensive testing was conducted using X's API, focusing on acquiring messages from specific areas. This approach can enable more proactive city management and timely resource allocation, improving overall crisis response and urban planning.
Authors and Affiliations
Denis-Cătălin ARGHIR
Keywords
Related Articles
- EP ID EP743429
- DOI 10.47191/ijsshr/v7-i08-90
- Views 65
- Downloads 0
The Application of Green Accounting Hotel Management: Are Local and International Chains Different?
The purpose of the study is to identify whether there is any different point of local and international chain hotel management in Bali in terms of environmental awareness, responsibility, involvement, accounting reportin...
The Effect of Liquidity, Profitability, and Solvency Ratios on Stock Prices in Mining Companies Listed on the Indonesia Stock Exchange (IDX)
This research aims to determine the effect of liquidity, profitability, and solvency ratios on share prices in mining companies on the Indonesia Stock Exchange (IDX). The type of this research is quantitative research. T...
Classroom Management Practices: Methods and Approaches Applied for the Purpose of Student’s Personal Development
Classroom management practices which teachers apply in their everyday practice are focused on creating positive environment which will enable students to effectively work and learn on a daily basis. Additionally, some pr...
Alternative Dispute Resolution for Breach of Contract in Electronic Transactions from a Legal Perspective in the Digital Era
Along with the rapid development of globalization, all aspects of our lives are getting easier, one of which is in electronic transactions where we can order goods or services with one click, of course in the course ther...
Facilitating EFL Students’ Development of Speaking Skills through Cue Card Media
This paper aims to investigate the use of Cue Card Media to facilitate the improvement in the English speaking competence through storytelling based on the recount text at the grade 10 students of SMK 1 public vocational...