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.