Social media data for environmental sustainability: A critical review of opportunities, threats, and ethical use

A Ghermandi, J Langemeyer, D Van Berkel, F Calcagni… - One Earth, 2023 - cell.com
Social media data are transforming sustainability science. However, challenges from
restrictions in data accessibility and ethical concerns regarding potential data misuse have …

Collecting, analyzing, and visualizing location-based social media data: review of methods in GIS-social media analysis

MK McKitrick, N Schuurman, VA Crooks - GeoJournal, 2023 - Springer
With billions of active users, social media platforms now generate spatial data on a massive
scale, which presents researchers with opportunities to use this data in new and innovative …

[HTML][HTML] Passive crowdsourcing of social media in environmental research: A systematic map

A Ghermandi, M Sinclair - Global environmental change, 2019 - Elsevier
The analysis of data from social media and social networking sites may be instrumental in
achieving a better understanding of human-environment interactions and in shaping future …

A novel deep learning approach to predict air quality index

E Hossain, MAU Shariff, MS Hossain… - … Conference on Trends in …, 2020 - Springer
In accordance with the World Health Organization's instruction, the air quality in Bangladesh
is considered perilous. A productive and precise air quality index (AQI) is a must and one of …

A long short-term memory approach to predicting air quality based on social media data

W Zhai, C Cheng - Atmospheric Environment, 2020 - Elsevier
Air pollution, such as PM 2.5 (particulate matter with an aerodynamic equivalent diameter of
less than 2.5 μm), PM 10 (particulate matter with an aerodynamic equivalent diameter of less …

SmartAirQ: A big data governance framework for urban air quality management in smart cities

A Kaginalkar, S Kumar, P Gargava… - Frontiers in …, 2022 - frontiersin.org
Rapid urbanization across the world has put an enormous burden on our environment.
Cities from developing countries, in particular, are experiencing high air pollution levels. To …

Urban observation: Integration of remote sensing and social media data

L Qi, J Li, Y Wang, X Gao - IEEE Journal of Selected Topics in …, 2019 - ieeexplore.ieee.org
Urban and regional research is crucial for many applications such as public participation,
land use, disaster management, and environmental monitoring, but it is a time-consuming …

A novel hybrid model for multi-step daily AQI forecasting driven by air pollution big data

Y Xu, H Liu, Z Duan - Air Quality, Atmosphere & Health, 2020 - Springer
Air pollution is considered as a serious issue for the society and economy. Air pollution
forecasting can offer a timely and effective early warning. In the current mainstream studies …

A spatial econometric modeling of online social interactions using microblogs

Z Wang, X Ye, J Lee, X Chang, H Liu, Q Li - Computers, Environment and …, 2018 - Elsevier
With the advent of Information and Communication technology (ICT) in modern age, the
statement of “death of distance” has received numerous discussions. This article contributes …

Assessing wild fire risk in the United States using social media data

Y Yue, K Dong, X Zhao, X Ye - Journal of Risk Research, 2021 - Taylor & Francis
Massive Geo-tagged social media data provide new opportunities for disaster risk
assessment, prevention, and management. This article presents a proof of concept for …