2017/06/30 by Mark Kibanov, Gerd Stumme, Imaduddin Amin +1 · 40 citations
Computer Science · Engineering · Social Sciences · #Analytics #Computer science #Data science #Disaster Management and Resilience #Emergency management #Environmental resource management #Environmental science #Evacuation and Crowd Dynamics #Geography #Haze #Indonesian #Meteorology #Natural disaster #Peat #Political science #Public Relations and Crisis Communication #Remote sensing #Satellite imagery #Social media #World Wide Web #cs.SI
paper · pdf · doi:10.1007/s13278-017-0446-1
published in Social Network Analysis and Mining 7(1) (Springer Science+Business Media)
openalex publication_date 2017/07/14 · arxiv created 2017/08/02 · arxiv updated 2017/08/03 · openalex created_date 2025/10/10 · openalex updated_date 2026/08/05
Peatland fires and haze events are disasters with national, regional and international implications. The phenomena lead to direct damage to local assets, as well as broader economic and environmental losses. Satellite imagery is still the main and often the only available source of information for disaster management. In this article, we test the potential of social media to assist disaster management. To this end, we compare insights from two datasets: fire hotspots detected via NASA satellite imagery and almost all GPS-stamped tweets from Sumatra Island, Indonesia, posted during 2014. Sumatra Island is chosen as it regularly experiences a significant number of haze events, which affect citizens in Indonesia as well as in nearby countries including Malaysia and Singapore. We analyse temporal correlations between the datasets and their geo-spatial interdependence. Furthermore, we show how Twitter data reveals changes in users' behavior during severe haze events. Overall, we demonstrate that social media is a valuable source of complementary and supplementary information for haze disaster management. Based on our methodology and findings, an analytics tool to improve peatland fire and haze disaster management by the Indonesian authorities is under development.