Rapid relevance classification of social media posts in disasters and emergencies: A system and evaluation featuring active, incremental and online learning

MA Kaufhold, M Bayer, C Reuter - Information Processing & Management, 2020 - Elsevier
The research field of crisis informatics examines, amongst others, the potentials and barriers
of social media use during disasters and emergencies. Social media allow emergency …

Situational awareness extraction: a comprehensive review of social media data classification during natural hazards

J Vongkusolkit, Q Huang - Annals of GIS, 2021 - Taylor & Francis
Social media (eg, Twitter and Facebook) can be regarded as vital sources of information
during disasters to improve situational awareness (SA) and disaster management since they …

[PDF][PDF] Dealing with information overload when using social media for emergency management: Emerging solutions.

SR Hiltz, L Plotnick - ISCRAM, 2013 - Citeseer
Several recent studies point the way to enabling emergency response managers to be able
to find relevant posts and incorporate them into their sensemaking and decision making …

[HTML][HTML] Geographic situational awareness: mining tweets for disaster preparedness, emergency response, impact, and recovery

Q Huang, Y Xiao - ISPRS International Journal of Geo-Information, 2015 - mdpi.com
Social media data have emerged as a new source for detecting and monitoring disaster
events. A number of recent studies have suggested that social media data streams can be …

Automated machine learning approaches for emergency response and coordination via social media in the aftermath of a disaster: A review

L Dwarakanath, A Kamsin, RA Rasheed… - Ieee …, 2021 - ieeexplore.ieee.org
Social media communication serves as an integral part of the crisis response following a
mass emergency (disaster) event. Regardless of the kind of disaster event, whether it is a …

Processing social media messages in mass emergency: A survey

M Imran, C Castillo, F Diaz, S Vieweg - ACM Computing Surveys (CSUR …, 2015 - dl.acm.org
Social media platforms provide active communication channels during mass convergence
and emergency events such as disasters caused by natural hazards. As a result, first …

Intelligent disaster response via social media analysis a survey

TH Nazer, G Xue, Y Ji, H Liu - ACM SIGKDD Explorations Newsletter, 2017 - dl.acm.org
The success of a disaster relief and response process is largely dependent on timely and
accurate information regarding the status of the disaster, the surrounding environment, and …

Processing social media messages in mass emergency: Survey summary

M Imran, C Castillo, F Diaz, S Vieweg - … of the The Web Conference 2018, 2018 - dl.acm.org
Millions of people use social media to share information during disasters and mass
emergencies. Information available on social media, particularly in the early hours of an …

Extracting resource needs and availabilities from microblogs for aiding post-disaster relief operations

M Basu, A Shandilya, P Khosla… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Microblogging sites like Twitter are the important sources of real-time information during
disaster/emergency events. During such events, the critical situational information posted is …

[HTML][HTML] Using artificial intelligence to identify emergency messages on social media during a natural disaster: A deep learning approach

CJ Powers, A Devaraj, K Ashqeen, A Dontula… - International Journal of …, 2023 - Elsevier
During natural disasters, emergency communication systems become overloaded, and
people are forced to turn to social media to make requests for help. This study employs …