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Linguistic Structure Prediction (Synthesis Lectures on Human Language Technologies)


Free Shipping Included! Linguistic Structure Prediction (Synthesis Lectures on Human Language Technologies) by Noah A Smith at Translate This Website. Hurry! Limited time offer. Offer valid only while supplies last. A major part of natural language processing now depends on the use of text data to build linguistic analyzers. We consider statistical, computational


Product Description

A major part of natural language processing now depends on the use of text data to build linguistic analyzers. We consider statistical, computational approaches to modeling linguistic structure. We seek to unify across many approaches and many kinds of linguistic structures. Assuming a basic understanding of natural language processing and/or machine learning, we seek to bridge the gap between the two fields. Approaches to decoding (i.e., carrying out linguistic structure prediction) and supervised and unsupervised learning of models that predict discrete structures as outputs are the focus. We also survey natural language processing problems to which these methods are being applied, and we address related topics in probabilistic inference, optimization, and experimental methodology.

Table of Contents: Representations and Linguistic Data / Decoding: Making Predictions / Learning Structure from Annotated Data / Learning Structure from Incomplete Data / Beyond Decoding: Inference

Additional Information

Manufacturer:Morgan & Claypool Publishers
Brand:Noah A Smith
Publisher:Morgan & Claypool Publishers
Studio:Morgan & Claypool Publishers
EAN:9781608454051
Item Weight:1.03 pounds
Item Size:0.61 x 9.25 x 9.25 inches
Package Weight:1.3 pounds
Package Size:7.5 x 0.61 x 0.61 inches

Linguistic Structure Prediction (Synthesis Lectures on Human Language Technologies) by Noah A Smith

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Linguistic Structure Prediction (Synthesis Lectures on Human Language Technologies)

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