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An Effective and Robust Method for Short Text Classification

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dc.contributor.author BOBICEV, Victoria
dc.contributor.author SOKOLOVA, Marina
dc.date.accessioned 2021-04-08T10:02:36Z
dc.date.available 2021-04-08T10:02:36Z
dc.date.issued 2008
dc.identifier.citation BOBICEV, Victoria, SOKOLOVA, Marina. Agreement: An Effective and Robust Method for Short Text Classification. In: Proceedings of the twenty-third AAAI Conference on Artificial Intelligence 13–17 July 2008, Chicago, Illinois. 2008, pp. 1444-1445. ISBN 978-1-57735-368-3. en_US
dc.identifier.uri http://repository.utm.md/handle/5014/14043
dc.description Access full text: https://aaai.org/Library/AAAI/aaai08contents.php en_US
dc.description.abstract Classification of texts potentially containing a complex and specific terminology requires the use of learning methods that do not rely on extensive feature engineering. In this work we use prediction by partial matching (PPM), a method that compresses texts to capture text features and creates a language model adapted to a particular text. We show that the method achieves a high accuracy of text classification and can be used as an alternative to state-of-art learning algorithms. en_US
dc.language.iso en en_US
dc.publisher The AAAI Press, Menlo Park, California en_US
dc.rights Attribution-NonCommercial-NoDerivs 3.0 United States *
dc.rights.uri http://creativecommons.org/licenses/by-nc-nd/3.0/us/ *
dc.subject texts en_US
dc.subject terminology en_US
dc.subject natural language processing en_US
dc.subject machine learning en_US
dc.title An Effective and Robust Method for Short Text Classification en_US
dc.type Article en_US


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