Probabilistic topic modeling in multilingual settings: An overview of its methodology and applications.
Information Processing and Management(2015)
摘要
•A systematic overview of multilingual probabilistic topic modeling (MuPTM).•A tutorial on methodology, modeling, training, output, inference and evaluation of MuPTM.•Language-independent and language-pair independent data representations.•A model-independent framework and applications in various cross-lingual tasks.•A complete MuPTM-based framework for cross-lingual semantic similarity.
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关键词
Multilingual probabilistic topic models,Cross-lingual text mining,Cross-lingual knowledge transfer,Cross-lingual information retrieval,Language-independent data representation,Non-parallel data
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