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 …

Mitigating information overload in social media during conflicts and crises: Design and evaluation of a cross-platform alerting system

MA Kaufhold, N Rupp, C Reuter… - Behaviour & Information …, 2020 - Taylor & Francis
The research field of crisis informatics examines, amongst others, the potentials and barriers
of social media use during conflicts and crises. Social media allow emergency services to …

Modeling and mitigating human annotation errors to design efficient stream processing systems with human-in-the-loop machine learning

R Pandey, H Purohit, C Castillo, VL Shalin - International Journal of Human …, 2022 - Elsevier
High-quality human annotations are necessary for creating effective machine learning-
driven stream processing systems. We study hybrid stream processing systems based on a …

Social media in conflicts and crises

C Reuter, S Stieglitz, M Imran - Behaviour & Information …, 2020 - Taylor & Francis
The growing importance of social media in conflicts and crises is accompanied by an ever-
increasing research interest in the crisis informatics field in order to identify potential benefits …

[LIBRO][B] Information refinement technologies for crisis informatics: user expectations and design principles for social media and mobile apps

MA Kaufhold - 2021 - books.google.com
Marc-André Kaufhold explores user expectations and design implications for the utilization
of new media in crisis management and response. He develops a novel framework for …

[PDF][PDF] Filtering images extracted from social media in the response phase of emergency events

S Barozzi, JLF Marquez, AR Shankar… - Proceedings ISCRAM …, 2019 - re.public.polimi.it
The use of social media to support emergency operators in the first hours of the response
phases can improve the quality of the information available and awareness on ongoing …

Citizen-helper system for human-centered AI use in disaster management

Y Senarath, R Pandey, S Peterson… - International Handbook of …, 2023 - Springer
Traditional approaches to aid disaster management practitioners during response and
recovery require extensive effort to timely collect, process, and analyze semi-structured data …

Modeling human annotation errors to design bias-aware systems for social stream processing

R Pandey, C Castillo, H Purohit - Proceedings of the 2019 IEEE/ACM …, 2019 - dl.acm.org
High-quality human annotations are necessary to create effective machine learning systems
for social media. Low-quality human annotations indirectly contribute to the creation of …

Pipeline design for data preparation for social media analysis

CA Bono, C Cappiello, B Pernici, E Ramalli… - ACM Journal of Data …, 2023 - dl.acm.org
In a data-driven culture, in which analytics applications are the main resources for
supporting decision-making, the use of high-quality datasets is mandatory to minimize errors …

Principles for the arrangement of social media listening practices in crisis management

LC Herrera, TA Majchrzak, D Thapa - International Conference on …, 2021 - Springer
Social media listening is used to support the need for information throughout the crisis
management life-cycle with emphasis on the phases of response and recovery. The …