The handbook of computational linguistics and natural language processing / edited by Alexander Clark, Chris Fox, and Shalom Lappin.

Includes bibliographical references and index.

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.

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