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Titlebook: Linguistic Structure Prediction; Noah A. Smith Book 2011 Springer Nature Switzerland AG 2011

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書目名稱Linguistic Structure Prediction
編輯Noah A. Smith
視頻videohttp://file.papertrans.cn/587/586702/586702.mp4
叢書名稱Synthesis Lectures on Human Language Technologies
圖書封面Titlebook: Linguistic Structure Prediction;  Noah A. Smith Book 2011 Springer Nature Switzerland AG 2011
描述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
出版日期Book 2011
版次1
doihttps://doi.org/10.1007/978-3-031-02143-5
isbn_softcover978-3-031-01015-6
isbn_ebook978-3-031-02143-5Series ISSN 1947-4040 Series E-ISSN 1947-4059
issn_series 1947-4040
copyrightSpringer Nature Switzerland AG 2011
The information of publication is updating

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Synthesis Lectures on Human Language Technologieshttp://image.papertrans.cn/l/image/586702.jpg
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Beyond Decoding: Inference,In chapter 2, we discussed at length algorithms for finding the solution to the decoding problem
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Decoding: Making Predictions,hat are useful for understanding decoding algorithms. We present important methods for exactly solving decoding problems. We briefly discuss some approximate techniques, as they are becoming increasingly important for rich NLP models.
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