CrisisBench: Benchmarking Crisis-related Social Media Datasets for Humanitarian Information Processing

作者: Muhammad Imran , Firoj Alam , Hassan Sajjad , Ferda Ofli

DOI:

关键词: Data scienceMulticlass classificationBenchmarkingMeasure (data warehouse)Bridge (interpersonal)Social mediaScripting languageDeep learningArtificial intelligenceInformation processingComputer science

摘要: … and techniques to process social media data, we observe … develop a standard social media dataset for disaster response … using CNN, fastText and transformer based models. We re…

参考文章(38)
Muhammad Imran, Shady Elbassuoni, Carlos Castillo, Fernando Diaz, Patrick Meier, Practical extraction of disaster-relevant information from social media the web conference. pp. 1021- 1024 ,(2013) , 10.1145/2487788.2488109
Sarah Vieweg, Alexandra Olteanu, Carlos Castillo, Fernando Diaz, CrisisLex: A Lexicon for Collecting and Filtering Microblogged Communications in Crises international conference on weblogs and social media. ,(2014)
Diederik P. Kingma, Jimmy Ba, Adam: A Method for Stochastic Optimization arXiv: Learning. ,(2014)
David Ahn, Brendan O'Connor, Michel Krieger, TweetMotif: Exploratory Search and Topic Summarization for Twitter international conference on weblogs and social media. ,(2010)
Muhammad Imran, Carlos Castillo, Fernando Diaz, Sarah Vieweg, Processing Social Media Messages in Mass Emergency: A Survey ACM Computing Surveys. ,vol. 47, pp. 67- ,(2015) , 10.1145/2771588
Shady Elbassuoni, Carlos Castillo, Muhammad Imran, Fernando Diaz, Patrick Meier, Extracting Information Nuggets from Disaster- Related Messages in Social Media international conference on information systems for crisis response and management. pp. 791- 801 ,(2013)
Mohammad Ali Abbasi, Huan Liu, Geoffrey Barbier, Shamanth Kumar, TweetTracker: An Analysis Tool for Humanitarian and Disaster Relief. international conference on weblogs and social media. ,(2011)
Muhammad Imran, Carlos Castillo, Ji Lucas, Patrick Meier, Sarah Vieweg, AIDR Proceedings of the 23rd International Conference on World Wide Web - WWW '14 Companion. pp. 159- 162 ,(2014) , 10.1145/2567948.2577034
Rico Sennrich, Barry Haddow, Alexandra Birch, Controlling Politeness in Neural Machine Translation via Side Constraints north american chapter of the association for computational linguistics. pp. 35- 40 ,(2016) , 10.18653/V1/N16-1005
Irina P. Temnikova, Sarah Vieweg, Carlos Castillo, EMTerms 1.0: A terminological resource for crisis tweets international conference on information systems for crisis response and management. pp. 147- 157 ,(2015)