Smith, Noah A.
Linguistic Structure -Prediction
- ISBN 13:
- 9783031010156
- author:
- Smith, Noah A.
- format:
- Paperback
- publisher:
- Springer
- language:
- English
- Publication Year:
- 2011
- Pages:
- 272
- Dimensions:
- 23.5 x 19.1 x 1.5 centimetres (0
- Genre:
- Nonfiction, Technology & Engineering, General,
- Condition:
- New
- Availability:
- Item usually sent within 20 working days
Description
Linguistic Structure Prediction by Noah A. Smith provides a comprehensive overview of statistical and computational approaches to modeling linguistic structure. The book aims to unify various methods and bridge the gap between natural language processing and machine learning. Smith explores decoding techniques, including supervised and unsupervised learning of models that predict discrete structures as outputs. He also discusses applications of these methods to real-world natural language processing problems, as well as related topics in probabilistic inference, optimization, and experimental methodology. The book's contents include an introduction to representations and linguistic data, decoding techniques, and the learning of structure from annotated and incomplete data.