Bayesian Natural Language Semantics and Pragmatics
Herausgeber: Zeevat, Henk, Schmitz, Hans-Christian (Eds.)
Vorschau- The first volume on a highly promising approach to Natural Language Interpretation that fits with the use of stochastic methods
- Offers a solid introduction and in-depth exploration of Bayesian interpretation of Natural Language semantics
- Introduces new applications to argumentation and adjective semantics
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The contributions in this volume focus on the Bayesian interpretation of natural languages, which is widely used in areas of artificial intelligence, cognitive science, and computational linguistics. This is the first volume to take up topics in Bayesian Natural Language Interpretation and make proposals based on information theory, probability theory, and related fields. The methodologies offered here extend to the target semantic and pragmatic analyses of computational natural language interpretation. Bayesian approaches to natural language semantics and pragmatics are based on methods from signal processing and the causal Bayesian models pioneered by especially Pearl. In signal processing, the Bayesian method finds the most probable interpretation by finding the one that maximizes the product of the prior probability and the likelihood of the interpretation. It thus stresses the importance of a production model for interpretation as in Grice’s contributions to pragmatics or in interpretation by abduction.
- Inhaltsverzeichnis (10 Kapitel)
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Perspectives on Bayesian Natural Language Semantics and Pragmatics
Seiten 1-24
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Causal Bayesian Networks, Signalling Games and Implicature of ‘More Than n’
Seiten 25-42
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Measurement-Theoretic Foundations of Logic for Better Questions and Answers
Seiten 43-69
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Conditionals, Conditional Probabilities, and Conditionalization
Seiten 71-94
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On the Probabilistic Notion of Causality: Models and Metalanguages
Seiten 95-116
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Inhaltsverzeichnis (10 Kapitel)
- Download Vorwort 1 PDF (63.1 KB)
- Download Probeseiten 2 PDF (319.2 KB)
- Download Inhaltsverzeichnis PDF (48.4 KB)
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Bibliografische Information
- Bibliographic Information
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- Buchtitel
- Bayesian Natural Language Semantics and Pragmatics
- Herausgeber
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- Henk Zeevat
- Hans-Christian Schmitz
- Titel der Buchreihe
- Language, Cognition, and Mind
- Buchreihen Band
- 2
- Copyright
- 2015
- Verlag
- Springer International Publishing
- Copyright Inhaber
- Springer International Publishing Switzerland
- eBook ISBN
- 978-3-319-17064-0
- DOI
- 10.1007/978-3-319-17064-0
- Hardcover ISBN
- 978-3-319-17063-3
- Softcover ISBN
- 978-3-319-38625-6
- Buchreihen ISSN
- 2364-4109
- Auflage
- 1
- Seitenzahl
- XI, 246
- Anzahl der Bilder
- 29 schwarz-weiß Abbildungen
- Themen