Cross-language tweet classification using Bing translator

K-REx Repository

Show simple item record Krithivasan, Bhavani 2017-12-18T15:36:00Z 2017-12-18T15:36:00Z 2018-05-01 en_US
dc.description.abstract Social media affects our daily lives. It is one of the first sources for finding breaking news. In particular, Twitter is one of the popular social media platforms, with around 330 million monthly users. From local events such as Fake Patty's Day to across the world happenings - Twitter gets there first. During a disaster, tweets can be used to post warnings, status of available medical and food supply, emergency personnel, and updates. Users were practically tweeting about the Hurricane Sandy, despite lack of network during the storm. Analysis of these tweets can help monitor the disaster, plan and manage the crisis, and aid in research. In this research, we use the publicly available tweets posted during several disasters and identify the relevant tweets. As the languages in the datasets are different, Bing translation API has been used to detect and translate the tweets. The translations are then, used as training datasets for supervised machine learning algorithms. Supervised learning is the process of learning from a labeled training dataset. This learned classifier can then be used to predict the correct output for any valid input. When trained to more observations, the algorithm improves its predictive performance. en_US
dc.language.iso en_US en_US
dc.publisher Kansas State University en
dc.subject Disaster en_US
dc.subject Twitter en_US
dc.subject Text clasification en_US
dc.subject Microsoft text translator API en_US
dc.subject Cross-validation en_US
dc.title Cross-language tweet classification using Bing translator en_US
dc.type Report en_US Master of Science en_US
dc.description.level Masters en_US
dc.description.department Department of Computing and Information Sciences en_US
dc.description.advisor Doina Caragea en_US 2018 en_US May en_US

Files in this item

This item appears in the following Collection(s)

Show simple item record

Search K-REx

Advanced Search


My Account


Center for the

Advancement of Digital