The handbook of computational linguistics and natural language processing / / edited by Alexander Clark, Chris Fox, and Shalom Lappin |
Pubbl/distr/stampa | West Sussex, England : , : Wiley-Blackwell, , 2013 |
Descrizione fisica | 1 online resource (801 p.) |
Disciplina | 410/.285 |
Collana | Blackwell Handbooks in Linguistics |
Soggetto topico |
Computational linguistics
Natural language processing (Computer science) |
ISBN |
1-118-44867-7
1-282-65431-4 1-78034-233-0 9786612654312 1-118-44866-9 1-4443-3160-4 1-4443-2404-7 1-4443-2405-5 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
The Handbook of Computational Linguistics and Natural Language Processing; Contents; List of Figures; List of Tables; Notes on Contributors; Preface; Introduction; Part I Formal Foundations; 1 Formal Language Theory; 1 Introduction; 2 Basic Notions; 3 Language Classes and Linguistic Formalisms; 4 Regular Languages; 5 Context-Free Languages; 6 The Chomsky Hierarchy; 7 Mildly Context-Sensitive Languages; 8 Further Reading; 2 Computational Complexity in Natural Language; 1 A Brief Review of Complexity Theory; 2 Parsing and Recognition; 3 Complexity and Semantics
4 Determining Logical Relationships between Sentences3 Statistical Language Modeling; 1 Introduction to Statistical Language Modeling; 2 Structured Language Model; 3 Speech Recognition Lattice Rescoring Using the Structured Language Model; 4 Richer Syntactic Dependencies; 5 Comparison with Other Approaches; 6 Conclusion; 4 Theory of Parsing; 1 Introduction; 2 Context-Free Grammars and Recognition; 3 Context-Free Parsing; 4 Probabilistic Parsing; 5 Lexicalized Context-Free Grammars; 6 Dependency Grammars; 7 Tree Adjoining Grammars; 8 Translation; 9 Further Reading; Part II Current Methods 5 Maximum Entropy Models1 Introduction; 2 Maximum Entropy and Exponential Distributions; 3 Parameter Estimation; 4 Regularization; 5 Model Applications; 6 Prospects; 6 Memory-Based Learning; 1 Introduction; 2 Memory-Based Language Processing; 3 NLP Applications; 4 Exemplar-Based Computational Psycholinguistics; 5 Generalization and Abstraction; 6 Generalizing Examples; 7 Further Reading; 7 Decision Trees; 1 NLP and Classification; 2 Induction of Decision Trees; 3 NLP Applications; 4 Advantages and Disadvantages of Decision Trees; 5 Further Reading 8 Unsupervised Learning and Grammar Induction1 Overview; 2 Computational Learning Theory; 3 Empirical Learning; 4 Unsupervised Grammar Induction and Human Language Acquisition; 5 Conclusion; 9 Artificial Neural Networks; 1 Introduction; 2 Background; 3 Contemporary Research; 4 Further Reading; 10 Linguistic Annotation; 1 Introduction; 2 Review of Selected Annotation Schemes; 3 The Annotation Process; 4 Conclusion; 11 Evaluation of NLP Systems; 1 Introduction; 2 Fundamental Concepts; 3 Evaluation Paradigms in Common Evaluation Settings; 4 Case Study: Evaluation of Word-Sense Disambiguation 5 Case Study: Evaluation of Question Answering Systems6 Summary; Part III Domains of Application; 12 Speech Recognition; 1 Introduction; 2 Acoustic Modeling; 3 Search; 4 Case Study: The AMI System; 5 Current Topics; 6 Conclusions; 13 Statistical Parsing; 1 Introduction; 2 History; 3 Generative Parsing Models; 4 Discriminative Parsing Models; 5 Transition-Based Approaches; 6 Statistical Parsing with CCG; 7 Other Work; 8 Conclusion; 14 Segmentation and Morphology; 1 Introduction; 2 Unsupervised Learning of Words; 3 Unsupervised Learning of Morphology; 4 Implementing Computational Morphologies 5 Conclusions |
Record Nr. | UNINA-9910819116303321 |
West Sussex, England : , : Wiley-Blackwell, , 2013 | ||
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Lo trovi qui: Univ. Federico II | ||
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The handbook of computational linguistics and natural language processing / edited by Alexander Clark, Chris Fox, and Shalom Lappin |
Pubbl/distr/stampa | Malden, MA, : Wiley-Blackwell, 2013 |
Descrizione fisica | XXII, 775 p. ; 26 cm |
Disciplina | 410.285 |
Collana | Blackwell handbooks in linguistics |
Soggetto non controllato | Linguistica computazionale |
ISBN | 978-1-118-34718-8 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910365258903321 |
Malden, MA, : Wiley-Blackwell, 2013 | ||
![]() | ||
Lo trovi qui: Univ. Federico II | ||
|