Manning, Christopher D

Foundations of statistical natural language processing / Christopher D. Manning, Hinrich Schütze. - Cambridge : MIT Press , 1999. - xxxvii, 657 pages : 24 cm.

Include bibliographical reference and index.

I:Preliminaries -- 1.Introduction -- 2.Mathematical foundations -- 3.Linguistic essentials -- 4.Corpus-based work -- II: Words -- 5. Collocations -- 6. Statistical inference: n-gram models over sparse data -- 7. Word sense disambiguation -- 8.Lexical acquisition -- III: Grammar -- 9. Markov models -- 10. Part-of-speech tagging -- 11. Probabilistic context free grammars -- 12. Probabilistic parsing -- IV. Applications and techniques -- 13. Statistical alignment and machine translation -- 14. Clustering -- 15. Topics in information retrieval -- 16. Text categorization.

9780262133609


Computational linguistics--Statistical methods

410.285 / MAN