Transactions of the Association for Computational Linguistics · 2014 · 126 citations · 31 references
ComputingComputer ScienceComputational LinguisticsNatural Language ProcessingText AnalyticsDocument RepresentationInformation ExtractionLanguage ClassificationMultilingual Natural Language ProcessingText MiningMultilingual Document AnalysisMultilingual Document ProcessingMultilingual Documents
Language identification is the task of automatically detecting the language(s) present in a document based on the content of the document. In this work, we address the problem of detecting documents that contain text from more than one language ( multilingual documents). We introduce a method that is able to detect that a document is multilingual, identify the languages present, and estimate their relative proportions. We demonstrate the effectiveness of our method over synthetic data, as well as real-world multilingual documents collected from the web.
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Hierarchical Dirichlet Processes
Yee Whye Teh, Michael I. Jordan, Matthew J. Beal et al. · Journal of the American Statistical Association · 2006 · 3.6K citations
N-gram-based text categorization
William B. Cavnar, John M. Trenkle · 1994 · 1.5K citations