Semantic fields are lexically coherent – the words they contain co-occur in texts. In this book the authors introduce and define semantic domains, a computational model for lexical semantics inspired by the theory of semantic fields. Semantic domains allow us to exploit domain features for texts, terms and concepts, and they can significantly boost the performance of natural-language processing systems. Semantic domains can be derived from existing lexical resources or can be acquired from corpora in an unsupervised manner. They also have the property of interlinguality, and they can be used to relate terms in different languages in multilingual application scenarios. The authors give a comprehensive explanation of the computational model, with detailed chapters on semantic domains, domain models, and applications of the technique in text categorization, word sense disambiguation, and cross-language text categorization. This book is suitable for researchers and graduate students in computational linguistics.
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The authors give a comprehensive explanation of the computational model, with detailed chapters on semantic domains, domain models, and applications of the technique in text categorization, word sense disambiguation, and cross-language text categorization.
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Semantic Domains.- Domain Models.- Semantic Domains in Text Categorization.- Semantic Domains in Word Sense Disambiguation.- Multilingual Domain Models.- Conclusion and Perspectives for Future Research.
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Semantic domains boost the performance of natural-language processing systems Includes supplementary material: sn.pub/extras
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ISBN
9783642425868
Publisert
2014-11-06
Utgiver
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG; Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Høyde
235 mm
Bredde
155 mm
Aldersnivå
Research, UU, UP, 05
Språk
Product language
Engelsk
Format
Product format
Heftet