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Manning Christopher D., Schütze Hinrich. Foundations of Statistical Natural Language Processing

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Manning Christopher D., Schütze Hinrich. Foundations of Statistical Natural Language Processing
Second printing with corrections. — The MIT Press, 2000. — 680 p. — ISBN: 0262133601.
Mathematical foundations.
Linguistic essentials.
Corpus-based work.
Collocations.
Statistical inference: n-gram models over sparse data.
Word sense disambiguation.
Lexical acquisition.
Markov models.
Part-of-speech tagging.
Probabilistic context free grammars.
Probabilistic parsing.
Statistical alignment and machine translation.
Clustering.
Topics in information retrieval.
Text categorization.
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