Front Matter
Introduction
Formal Foundations. Formal Language Theory / Shuly Wintner
Computational Complexity in Natural Language / Ian Pratt-hartmann
Statistical Language Modeling / Ciprian Chelba
Theory of Parsing / Mark-jan Nederhof, Giorgio Satta
Current Methods. Maximum Entropy Models / Robert Malouf
Memory-Based Learning / Walter Daelemans, Antal Van Den Bosch
Decision Trees / Helmut Schmid
Unsupervised Learning and Grammar Induction / Alexander Clark, Shalom Lappin
Artificial Neural Networks / James B Henderson
Linguistic Annotation / Martha Palmer, Nianwen Xue
Evaluation of NLP Systems / Philip Resnik, Jimmy Lin
Domains of Application. Speech Recognition / Steve Renals, Thomas Hain
Statistical Parsing / Stephen Clark
Segmentation and Morphology / John A Goldsmith
Computational Semantics / Chris Fox
Computational Models of Dialogue / Jonathan Ginzburg, Raquel Ferǹndez
Computational Psycholinguistics / Matthew W Crocker
Applications. Information Extraction / Ralph Grishman
Machine Translation / Andy Way
Natural Language Generation / Ehud Reiter
Discourse Processing / Ruslan Mitkov
Question Answering / Bonnie Webber, Nick Webb
References
Author Index
Subject Index.
Part I. Formal foundations: 1. Formal language theory / Shuly Wintner
2. Computational Complexity in Natural Language / Ian Pratt-Hartmann
3. Statistical Language Modeling / Ciprian Chelba
4. Theory of Parsing / Mark-Jan Nederhof and Giorgio Satta
Part II. Current Methods: 5. Maximum Entropy Models / Robert Malouf
6. Memory-Based Learning / Walter Daelemans and Antal van den Bosch
7. Decision Trees / Helmut Schmid
8. Unsupervised Learning and Grammar Induction / Alex Clark and Shalom Lappin
9. Artificial Neural Networks / James B. Henderson
10. Linguistic Annotation / Martha Palmer and Nianwen Xue
11. Evaluation of NLP Systems / Philip Resnik and Jimmy Lin
Part III. Domains of Application: 12. Speech Recognition / Steve Renals and Thomas Hain
13. Statistical Parsing / Stephen Clark
14. Segmentation and Morphology / John A. Goldsmith
15. Computational Semantics / Chris Fox
16. Computational Models of Dialogue / Jonathan Ginzburg and Raquel Fernández
17. Computational Psycholinguistics / Matthew W. Crocker
Part IV. Applications: 18. Information Extraction / Ralph Grishman
19. Machine Translation / Andy Way
20. Natural Language Generation / Ehud Reiter
21. Discourse Processing / Ruslan Mitkov
22. Question Answering / Bonnie Webber and Nick Webb
Index.