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Social Media Analytics for Disaster Response: Classification and Geospatial Visualization Framework
14 references·0 citing·44 second hop
Social Media Analytics for Disaster Response: Classification and Geospatial Visualization Framework (2025)Social Media Analytics for Disaster Respo…LLM-Assisted Crisis Management: Building Advanced LLM Platforms for Effective Emergency Response and Public Collaboration (2024)LLM-Assisted Crisis Managemen…Harnessing prompt-based large language models for disaster monitoring and automated reporting from social media feedback (2024)Harnessing prompt-based large…Social media information sharing for natural disaster response (2021)Social media information shar…HumAID: Human-Annotated Disaster Incidents Data from Twitter with Deep Learning Benchmarks (2021)HumAID: Human-Annotated Disas…CrisisBench: Benchmarking Crisis-related Social Media Datasets for Humanitarian Information Processing (2021)CrisisBench: Benchmarking Cri…Deep Learning Benchmarks and Datasets for Social Media Image Classification for Disaster Response (2020)Deep Learning Benchmarks and …TREC Incident Streams: Finding Actionable Information on Social Media (2019)TREC Incident Streams: Findin…The Rising Role of Big Data Analytics and IoT in Disaster Management: Recent Advances, Taxonomy and Prospects (2019)The Rising Role of Big Data A…CrisisMMD: Multimodal Twitter Datasets from Natural Disasters (2018)CrisisMMD: Multimodal Twitter…Crisis Event Extraction Service (CREES) - Automatic Detection and Classification of Crisis-related Content on Social Media (2018)Crisis Event Extraction Servi…Robust Classification of Crisis-Related Data on Social Networks Using Convolutional Neural Networks (2017)Robust Classification of Cris…Twitter as a Lifeline: Human-annotated Twitter Corpora for NLP of Crisis-related Messages (2016)Twitter as a Lifeline: Human-…Who Tweets with Their Location? Understanding the Relationship between Demographic Characteristics and the Use of Geoservices and Geotagging on Twitter (2015)Who Tweets with Their Locatio…Practical extraction of disaster-relevant information from social media (2013)Practical extraction of disas…Emergency situation awareness from twitter for crisis management (2012)Extracting Information Nuggets from Disaster- Related Messages in Social Media (2013)Geographic Situational Awareness: Mining Tweets for Disaster Preparedness, Emergency Response, Impact, and Recovery (2015)Data-Driven Techniques in Disaster Information Management (2017)Social media analytics for natural disaster management (2017)Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach (2013)Where in the World Are You? Geolocation and Language Identification in Twitter (2014)Mapping information exposure on social media to explain differences in HPV vaccine coverage in the United States (2017)Towards an Ethical Framework for Publishing Twitter Data in Social Research: Taking into Account Users’ Views, Online Context and Algorithmic Estimation (2017)FakeNewsTracker: a tool for fake news collection, detection, and visualization (2018)Microblogging during two natural hazards events (2010)Social media and disasters: a functional framework for social media use in disaster planning, response, and research (2014)Processing Social Media Messages in Mass Emergency (2015)Social media for intelligent public information and warning in disasters: An interdisciplinary review (2019)A Hybrid Machine Learning Pipeline for Automated Mapping of Events and Locations From Social Media in Disasters (2020)Using AI and Social Media Multimodal Content for Disaster Response and Management: Opportunities, Challenges, and Future Directions (2020)Design Science in Information Systems Research1 (2004)A Design Science Research Methodology for Information Systems Research (2007)Citizens as sensors: the world of volunteered geography (2007)A systematic review of prediction methods for emergency management (2021)Disruptive technologies as a solution for disaster risk management: A review (2021)Digital Transformation, Supply Chain Resilience, and Sustainability: A Comprehensive Review with Implications for Saudi Arabian Manufacturing (2025)Twitter for crisis communication: lessons learned from Japan's tsunami disaster (2011)CrisisLex: A Lexicon for Collecting and Filtering Microblogged Communications in Crises (2014)Social Media for Disaster Management: Operational Value of the Social Conversation (2019)Deep learning for misinformation detection on online social networks: a survey and new perspectives (2020)Theoretical Perspectives on Sustainable Supply Chain Management and Digital Transformation: A Literature Review and a Conceptual Framework (2022)Twitter adoption and use in mass convergence and emergency events (2009)AIDR (2014)Descriptive and visual summaries of disaster events using artificial intelligence techniques: case studies of Hurricanes Harvey, Irma, and Maria (2019)Social media? Get serious! Understanding the functional building blocks of social media (2011)Using Social Media to Enhance Emergency Situation Awareness (2012)Social media analytics: a survey of techniques, tools and platforms (2014)Supplier selection in disaster operations management: Review and research gap identification (2022)Emotional contagion on social media and the simulation of intervention strategies after a disaster event: a modeling study (2024)Research on online public opinion in the investigation of the “7–20” extraordinary rainstorm and flooding disaster in Zhengzhou, China (2024)HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case (2019)Identifying humanitarian information for emergency response by modeling the correlation and independence between text and images (2022)Categorization of tweets for damages: infrastructure and human damage assessment using fine-tuned BERT model (2024)Utilizing LLMs and ML Algorithms in Disaster-Related Social Media Content (2025)Estimating the Reliability, Systematic Error and Random Error of Interval Data (1970)The Measurement of Observer Agreement for Categorical Data (1977)Application of Social Sensors in Natural Disasters Emergency Management: A Review (2022)A social context-aware graph-based multimodal attentive learning framework for disaster content classification during emergencies (2024)
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References

  • 2018CrisisMMD: Multimodal Twitter Datasets from Natural Disasters389 cited
  • 2015Who Tweets with Their Location? Understanding the Relationship between Demographic Characteristics and the Use of Geoservices and Geotagging on Twitter261 cited
  • 2013Practical extraction of disaster-relevant information from social media241 cited
  • 2016Twitter as a Lifeline: Human-annotated Twitter Corpora for NLP of Crisis-related Messages239 cited
  • 2019The Rising Role of Big Data Analytics and IoT in Disaster Management: Recent Advances, Taxonomy and Prospects202 cited
  • 2017Robust Classification of Crisis-Related Data on Social Networks Using Convolutional Neural Networks197 cited
  • 2021HumAID: Human-Annotated Disaster Incidents Data from Twitter with Deep Learning Benchmarks94 cited
  • 2020Deep Learning Benchmarks and Datasets for Social Media Image Classification for Disaster Response92 cited
  • 2021CrisisBench: Benchmarking Crisis-related Social Media Datasets for Humanitarian Information Processing91 cited
  • 2021Social media information sharing for natural disaster response84 cited
  • 2024LLM-Assisted Crisis Management: Building Advanced LLM Platforms for Effective Emergency Response and Public Collaboration60 cited
  • 2019TREC Incident Streams: Finding Actionable Information on Social Media47 cited
  • 2018Crisis Event Extraction Service (CREES) - Automatic Detection and Classification of Crisis-related Content on Social Media

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  • 2024Harnessing prompt-based large language models for disaster monitoring and automated reporting from social media feedback32 cited
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